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+---
+base_model: Alibaba-NLP/gte-base-en-v1.5
+language:
+- en
+library_name: sentence-transformers
+license: apache-2.0
+metrics:
+- cosine_accuracy@1
+- cosine_accuracy@3
+- cosine_accuracy@5
+- cosine_accuracy@10
+- cosine_precision@1
+- cosine_precision@3
+- cosine_precision@5
+- cosine_precision@10
+- cosine_recall@1
+- cosine_recall@3
+- cosine_recall@5
+- cosine_recall@10
+- cosine_ndcg@10
+- cosine_mrr@10
+- cosine_map@100
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- dataset_size:1K<n<10K
+- loss:MatryoshkaLoss
+- loss:MultipleNegativesRankingLoss
+widget:
+- source_sentence: Żywot św. Stanisława
+  sentences:
+  - czym różni się Żywot św. Stanisława od Legendy św. Stanisława?
+  - Mistrzostwa Krajów Bałkańskich w Lekkoatletyce 2012
+  - dlaczego współcześni perfumiarze rzadko stosują zapach lawendy?
+- source_sentence: Bitwa nad Stones River
+  sentences:
+  - czyim zwycięstwem zakończyła się bitwa nad Stones River?
+  - w jakim kraju jest przyznawany Order Białego Lotosu?
+  - kiedy Victor Horta otrzymał tytuł barona?
+- source_sentence: gdzie rośnie bokkonia?
+  sentences:
+  - gdzie występuje rogownica szerokolistna?
+  - ile goli dla Slawii Sofia strzelił Władimir Iwanow?
+  - Przewody płciowe męskie i żeńskie uchodzą u nich odrębnymi otworami.
+- source_sentence: czym jest Kompas Sztuki?
+  sentences:
+  - ' Projekt Kompas Sztuki: Galeria m2 (m kwadrat).'
+  - 'Do rodzaju Caraipa zaliczanych jest ok. 55 gatunków:'
+  - w którym mieście działał malarz renesansowy Jacobello del Fiore?
+- source_sentence: Sen o zastrzyku Irmy
+  sentences:
+  - gdzie Freud spotkał Irmę we śnie o zastrzyku Irmy?
+  - ile razy Srebrna Biblia była przywożona do Szwecji?
+  - jaką techniką został namalowany obraz Bruegela Chrystus i cudzołożnica?
+model-index:
+- name: gte-base-en-v1.5-klej-dyk-v0.1
+  results:
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 768
+      type: dim_768
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.20673076923076922
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.4855769230769231
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.6730769230769231
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7908653846153846
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.20673076923076922
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.16185897435897434
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.1346153846153846
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.07908653846153846
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.20673076923076922
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.4855769230769231
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.6730769230769231
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7908653846153846
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.48188411689532745
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.3839848519536019
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.3897833313631923
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 512
+      type: dim_512
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.19471153846153846
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.47596153846153844
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.6586538461538461
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7716346153846154
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.19471153846153846
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.15865384615384615
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.13173076923076923
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.07716346153846153
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.19471153846153846
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.47596153846153844
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.6586538461538461
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7716346153846154
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.4699784661922609
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.3740689865689866
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.3807931969694512
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 256
+      type: dim_256
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.19471153846153846
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.4639423076923077
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.6466346153846154
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.7307692307692307
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.19471153846153846
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.15464743589743588
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.12932692307692306
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.07307692307692307
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.19471153846153846
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.4639423076923077
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.6466346153846154
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.7307692307692307
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.4534215890186354
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.36472355769230763
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.3730539351737456
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 128
+      type: dim_128
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.19471153846153846
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.42788461538461536
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.5721153846153846
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.6899038461538461
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.19471153846153846
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.14262820512820512
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.1144230769230769
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.0689903846153846
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.19471153846153846
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.42788461538461536
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.5721153846153846
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.6899038461538461
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.42667299025011857
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.3438606532356531
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.3517227578608955
+      name: Cosine Map@100
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 64
+      type: dim_64
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.1778846153846154
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.3701923076923077
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.45913461538461536
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.5793269230769231
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.1778846153846154
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.12339743589743589
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.09182692307692308
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.05793269230769231
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.1778846153846154
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.3701923076923077
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.45913461538461536
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.5793269230769231
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.3628128840276353
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.29511885683760675
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.3068359520768717
+      name: Cosine Map@100
+---
+
+# gte-base-en-v1.5-klej-dyk-v0.1
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Alibaba-NLP/gte-base-en-v1.5](https://huggingface.co./Alibaba-NLP/gte-base-en-v1.5). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [Alibaba-NLP/gte-base-en-v1.5](https://huggingface.co./Alibaba-NLP/gte-base-en-v1.5) <!-- at revision 269b9aca14a582d83e31b8c76b2e85a266fc1d77 -->
+- **Maximum Sequence Length:** 8192 tokens
+- **Output Dimensionality:** 768 tokens
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+- **Language:** en
+- **License:** apache-2.0
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co./models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: NewModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    'Sen o zastrzyku Irmy',
+    'gdzie Freud spotkał Irmę we śnie o zastrzyku Irmy?',
+    'ile razy Srebrna Biblia była przywożona do Szwecji?',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Information Retrieval
+* Dataset: `dim_768`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.2067     |
+| cosine_accuracy@3   | 0.4856     |
+| cosine_accuracy@5   | 0.6731     |
+| cosine_accuracy@10  | 0.7909     |
+| cosine_precision@1  | 0.2067     |
+| cosine_precision@3  | 0.1619     |
+| cosine_precision@5  | 0.1346     |
+| cosine_precision@10 | 0.0791     |
+| cosine_recall@1     | 0.2067     |
+| cosine_recall@3     | 0.4856     |
+| cosine_recall@5     | 0.6731     |
+| cosine_recall@10    | 0.7909     |
+| cosine_ndcg@10      | 0.4819     |
+| cosine_mrr@10       | 0.384      |
+| **cosine_map@100**  | **0.3898** |
+
+#### Information Retrieval
+* Dataset: `dim_512`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.1947     |
+| cosine_accuracy@3   | 0.476      |
+| cosine_accuracy@5   | 0.6587     |
+| cosine_accuracy@10  | 0.7716     |
+| cosine_precision@1  | 0.1947     |
+| cosine_precision@3  | 0.1587     |
+| cosine_precision@5  | 0.1317     |
+| cosine_precision@10 | 0.0772     |
+| cosine_recall@1     | 0.1947     |
+| cosine_recall@3     | 0.476      |
+| cosine_recall@5     | 0.6587     |
+| cosine_recall@10    | 0.7716     |
+| cosine_ndcg@10      | 0.47       |
+| cosine_mrr@10       | 0.3741     |
+| **cosine_map@100**  | **0.3808** |
+
+#### Information Retrieval
+* Dataset: `dim_256`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.1947     |
+| cosine_accuracy@3   | 0.4639     |
+| cosine_accuracy@5   | 0.6466     |
+| cosine_accuracy@10  | 0.7308     |
+| cosine_precision@1  | 0.1947     |
+| cosine_precision@3  | 0.1546     |
+| cosine_precision@5  | 0.1293     |
+| cosine_precision@10 | 0.0731     |
+| cosine_recall@1     | 0.1947     |
+| cosine_recall@3     | 0.4639     |
+| cosine_recall@5     | 0.6466     |
+| cosine_recall@10    | 0.7308     |
+| cosine_ndcg@10      | 0.4534     |
+| cosine_mrr@10       | 0.3647     |
+| **cosine_map@100**  | **0.3731** |
+
+#### Information Retrieval
+* Dataset: `dim_128`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.1947     |
+| cosine_accuracy@3   | 0.4279     |
+| cosine_accuracy@5   | 0.5721     |
+| cosine_accuracy@10  | 0.6899     |
+| cosine_precision@1  | 0.1947     |
+| cosine_precision@3  | 0.1426     |
+| cosine_precision@5  | 0.1144     |
+| cosine_precision@10 | 0.069      |
+| cosine_recall@1     | 0.1947     |
+| cosine_recall@3     | 0.4279     |
+| cosine_recall@5     | 0.5721     |
+| cosine_recall@10    | 0.6899     |
+| cosine_ndcg@10      | 0.4267     |
+| cosine_mrr@10       | 0.3439     |
+| **cosine_map@100**  | **0.3517** |
+
+#### Information Retrieval
+* Dataset: `dim_64`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.1779     |
+| cosine_accuracy@3   | 0.3702     |
+| cosine_accuracy@5   | 0.4591     |
+| cosine_accuracy@10  | 0.5793     |
+| cosine_precision@1  | 0.1779     |
+| cosine_precision@3  | 0.1234     |
+| cosine_precision@5  | 0.0918     |
+| cosine_precision@10 | 0.0579     |
+| cosine_recall@1     | 0.1779     |
+| cosine_recall@3     | 0.3702     |
+| cosine_recall@5     | 0.4591     |
+| cosine_recall@10    | 0.5793     |
+| cosine_ndcg@10      | 0.3628     |
+| cosine_mrr@10       | 0.2951     |
+| **cosine_map@100**  | **0.3068** |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 3,738 training samples
+* Columns: <code>positive</code> and <code>anchor</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | positive                                                                           | anchor                                                                            |
+  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                            |
+  | details | <ul><li>min: 7 tokens</li><li>mean: 89.43 tokens</li><li>max: 507 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 30.98 tokens</li><li>max: 76 tokens</li></ul> |
+* Samples:
+  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | anchor                                                                                                                      |
+  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------|
+  | <code>Zespół Blaua (zespół Jabsa, ang. Blau syndrome, BS) – rzadka choroba genetyczna o dziedziczeniu autosomalnym dominującym, charakteryzująca się ziarniniakowym zapaleniem stawów o wczesnym początku, zapaleniem jagodówki (uveitis) i wysypką skórną, a także kamptodaktylią.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>jakie choroby genetyczne dziedziczą się autosomalnie dominująco?</code>                                               |
+  | <code>Gorgippia Gorgippia – starożytne miasto bosporańskie nad Morzem Czarnym, którego pozostałości znajdują się obecnie pod współczesną zabudową centralnej części miasta Anapa w Kraju Krasnodarskim w Rosji.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | <code>gdzie obecnie znajduje się starożytne miasto Gorgippia?</code>                                                        |
+  | <code>Ulubionym dystansem Rücker było 400 metrów i to na nim notowała największe indywidualne sukcesy : srebrny medal Mistrzostw Europy juniorów w lekkoatletyce (Saloniki 1991) 6. miejsce w Pucharze Świata w Lekkoatletyce (Hawana 1992) 5. miejsce na Mistrzostwach Europy w Lekkoatletyce (Helsinki 1994) srebro podczas Mistrzostw Świata w Lekkoatletyce (Sewilla 1999) złota medalistka mistrzostw Niemiec Duże sukcesy odnosiła także w sztafecie 4 x 400 metrów : złoto Mistrzostw Europy juniorów w lekkoatletyce (Varaždin 1989) złoty medal Mistrzostw Europy juniorów w lekkoatletyce (Saloniki 1991) brąz na Mistrzostwach Europy w Lekkoatletyce (Helsinki 1994) brązowy medal podczas Igrzysk Olimpijskich (Atlanta 1996) brąz na Halowych Mistrzostwach Świata w Lekkoatletyce (Paryż 1997) złoto Mistrzostw Świata w Lekkoatletyce (Ateny 1997) brązowy medal Mistrzostw Świata w Lekkoatletyce (Sewilla 1999)</code> | <code>kto zaprojektował medale, które będą wręczane podczas tegorocznych mistrzostw Europy juniorów w lekkoatletyce?</code> |
+* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
+  ```json
+  {
+      "loss": "MultipleNegativesRankingLoss",
+      "matryoshka_dims": [
+          768,
+          512,
+          256,
+          128,
+          64
+      ],
+      "matryoshka_weights": [
+          1,
+          1,
+          1,
+          1,
+          1
+      ],
+      "n_dims_per_step": -1
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: epoch
+- `per_device_train_batch_size`: 4
+- `per_device_eval_batch_size`: 4
+- `gradient_accumulation_steps`: 4
+- `learning_rate`: 2e-05
+- `num_train_epochs`: 5
+- `lr_scheduler_type`: cosine
+- `warmup_ratio`: 0.1
+- `bf16`: True
+- `tf32`: True
+- `load_best_model_at_end`: True
+- `optim`: adamw_torch_fused
+- `batch_sampler`: no_duplicates
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: epoch
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 4
+- `per_device_eval_batch_size`: 4
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 4
+- `eval_accumulation_steps`: None
+- `learning_rate`: 2e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 5
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: True
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: True
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: True
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch_fused
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `batch_sampler`: no_duplicates
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+<details><summary>Click to expand</summary>
+
+| Epoch      | Step    | Training Loss | dim_128_cosine_map@100 | dim_256_cosine_map@100 | dim_512_cosine_map@100 | dim_64_cosine_map@100 | dim_768_cosine_map@100 |
+|:----------:|:-------:|:-------------:|:----------------------:|:----------------------:|:----------------------:|:---------------------:|:----------------------:|
+| 0.0043     | 1       | 3.4442        | -                      | -                      | -                      | -                     | -                      |
+| 0.0086     | 2       | 1.3916        | -                      | -                      | -                      | -                     | -                      |
+| 0.0128     | 3       | 3.1284        | -                      | -                      | -                      | -                     | -                      |
+| 0.0171     | 4       | 2.2049        | -                      | -                      | -                      | -                     | -                      |
+| 0.0214     | 5       | 1.1821        | -                      | -                      | -                      | -                     | -                      |
+| 0.0257     | 6       | 2.6633        | -                      | -                      | -                      | -                     | -                      |
+| 0.0299     | 7       | 1.8173        | -                      | -                      | -                      | -                     | -                      |
+| 0.0342     | 8       | 3.8366        | -                      | -                      | -                      | -                     | -                      |
+| 0.0385     | 9       | 2.4439        | -                      | -                      | -                      | -                     | -                      |
+| 0.0428     | 10      | 1.9733        | -                      | -                      | -                      | -                     | -                      |
+| 0.0471     | 11      | 3.7611        | -                      | -                      | -                      | -                     | -                      |
+| 0.0513     | 12      | 2.578         | -                      | -                      | -                      | -                     | -                      |
+| 0.0556     | 13      | 1.656         | -                      | -                      | -                      | -                     | -                      |
+| 0.0599     | 14      | 2.1508        | -                      | -                      | -                      | -                     | -                      |
+| 0.0642     | 15      | 1.4962        | -                      | -                      | -                      | -                     | -                      |
+| 0.0684     | 16      | 1.5743        | -                      | -                      | -                      | -                     | -                      |
+| 0.0727     | 17      | 2.5404        | -                      | -                      | -                      | -                     | -                      |
+| 0.0770     | 18      | 1.1436        | -                      | -                      | -                      | -                     | -                      |
+| 0.0813     | 19      | 3.1786        | -                      | -                      | -                      | -                     | -                      |
+| 0.0856     | 20      | 2.3377        | -                      | -                      | -                      | -                     | -                      |
+| 0.0898     | 21      | 1.9693        | -                      | -                      | -                      | -                     | -                      |
+| 0.0941     | 22      | 2.3942        | -                      | -                      | -                      | -                     | -                      |
+| 0.0984     | 23      | 2.2259        | -                      | -                      | -                      | -                     | -                      |
+| 0.1027     | 24      | 3.3127        | -                      | -                      | -                      | -                     | -                      |
+| 0.1070     | 25      | 1.3368        | -                      | -                      | -                      | -                     | -                      |
+| 0.1112     | 26      | 2.5546        | -                      | -                      | -                      | -                     | -                      |
+| 0.1155     | 27      | 1.5828        | -                      | -                      | -                      | -                     | -                      |
+| 0.1198     | 28      | 1.908         | -                      | -                      | -                      | -                     | -                      |
+| 0.1241     | 29      | 1.9959        | -                      | -                      | -                      | -                     | -                      |
+| 0.1283     | 30      | 1.2909        | -                      | -                      | -                      | -                     | -                      |
+| 0.1326     | 31      | 1.7274        | -                      | -                      | -                      | -                     | -                      |
+| 0.1369     | 32      | 1.9055        | -                      | -                      | -                      | -                     | -                      |
+| 0.1412     | 33      | 3.3274        | -                      | -                      | -                      | -                     | -                      |
+| 0.1455     | 34      | 2.5554        | -                      | -                      | -                      | -                     | -                      |
+| 0.1497     | 35      | 1.7876        | -                      | -                      | -                      | -                     | -                      |
+| 0.1540     | 36      | 2.0285        | -                      | -                      | -                      | -                     | -                      |
+| 0.1583     | 37      | 3.0761        | -                      | -                      | -                      | -                     | -                      |
+| 0.1626     | 38      | 3.4766        | -                      | -                      | -                      | -                     | -                      |
+| 0.1668     | 39      | 1.4406        | -                      | -                      | -                      | -                     | -                      |
+| 0.1711     | 40      | 1.7384        | -                      | -                      | -                      | -                     | -                      |
+| 0.1754     | 41      | 1.8092        | -                      | -                      | -                      | -                     | -                      |
+| 0.1797     | 42      | 3.146         | -                      | -                      | -                      | -                     | -                      |
+| 0.1840     | 43      | 1.9202        | -                      | -                      | -                      | -                     | -                      |
+| 0.1882     | 44      | 2.4776        | -                      | -                      | -                      | -                     | -                      |
+| 0.1925     | 45      | 2.273         | -                      | -                      | -                      | -                     | -                      |
+| 0.1968     | 46      | 1.2158        | -                      | -                      | -                      | -                     | -                      |
+| 0.2011     | 47      | 0.6314        | -                      | -                      | -                      | -                     | -                      |
+| 0.2053     | 48      | 1.2217        | -                      | -                      | -                      | -                     | -                      |
+| 0.2096     | 49      | 1.7213        | -                      | -                      | -                      | -                     | -                      |
+| 0.2139     | 50      | 2.1634        | -                      | -                      | -                      | -                     | -                      |
+| 0.2182     | 51      | 1.0438        | -                      | -                      | -                      | -                     | -                      |
+| 0.2225     | 52      | 1.4275        | -                      | -                      | -                      | -                     | -                      |
+| 0.2267     | 53      | 1.6839        | -                      | -                      | -                      | -                     | -                      |
+| 0.2310     | 54      | 1.5435        | -                      | -                      | -                      | -                     | -                      |
+| 0.2353     | 55      | 2.3815        | -                      | -                      | -                      | -                     | -                      |
+| 0.2396     | 56      | 2.3042        | -                      | -                      | -                      | -                     | -                      |
+| 0.2439     | 57      | 2.3085        | -                      | -                      | -                      | -                     | -                      |
+| 0.2481     | 58      | 2.0621        | -                      | -                      | -                      | -                     | -                      |
+| 0.2524     | 59      | 1.339         | -                      | -                      | -                      | -                     | -                      |
+| 0.2567     | 60      | 0.9167        | -                      | -                      | -                      | -                     | -                      |
+| 0.2610     | 61      | 0.8112        | -                      | -                      | -                      | -                     | -                      |
+| 0.2652     | 62      | 2.2327        | -                      | -                      | -                      | -                     | -                      |
+| 0.2695     | 63      | 2.6571        | -                      | -                      | -                      | -                     | -                      |
+| 0.2738     | 64      | 1.8199        | -                      | -                      | -                      | -                     | -                      |
+| 0.2781     | 65      | 2.6123        | -                      | -                      | -                      | -                     | -                      |
+| 0.2824     | 66      | 0.6182        | -                      | -                      | -                      | -                     | -                      |
+| 0.2866     | 67      | 1.8278        | -                      | -                      | -                      | -                     | -                      |
+| 0.2909     | 68      | 1.6969        | -                      | -                      | -                      | -                     | -                      |
+| 0.2952     | 69      | 0.7902        | -                      | -                      | -                      | -                     | -                      |
+| 0.2995     | 70      | 2.1857        | -                      | -                      | -                      | -                     | -                      |
+| 0.3037     | 71      | 0.8371        | -                      | -                      | -                      | -                     | -                      |
+| 0.3080     | 72      | 2.2118        | -                      | -                      | -                      | -                     | -                      |
+| 0.3123     | 73      | 0.2464        | -                      | -                      | -                      | -                     | -                      |
+| 0.3166     | 74      | 1.5362        | -                      | -                      | -                      | -                     | -                      |
+| 0.3209     | 75      | 2.1047        | -                      | -                      | -                      | -                     | -                      |
+| 0.3251     | 76      | 1.2654        | -                      | -                      | -                      | -                     | -                      |
+| 0.3294     | 77      | 1.5016        | -                      | -                      | -                      | -                     | -                      |
+| 0.3337     | 78      | 0.9273        | -                      | -                      | -                      | -                     | -                      |
+| 0.3380     | 79      | 0.9228        | -                      | -                      | -                      | -                     | -                      |
+| 0.3422     | 80      | 0.8002        | -                      | -                      | -                      | -                     | -                      |
+| 0.3465     | 81      | 0.8325        | -                      | -                      | -                      | -                     | -                      |
+| 0.3508     | 82      | 1.4914        | -                      | -                      | -                      | -                     | -                      |
+| 0.3551     | 83      | 1.5896        | -                      | -                      | -                      | -                     | -                      |
+| 0.3594     | 84      | 1.8716        | -                      | -                      | -                      | -                     | -                      |
+| 0.3636     | 85      | 1.0927        | -                      | -                      | -                      | -                     | -                      |
+| 0.3679     | 86      | 1.1389        | -                      | -                      | -                      | -                     | -                      |
+| 0.3722     | 87      | 0.9251        | -                      | -                      | -                      | -                     | -                      |
+| 0.3765     | 88      | 1.3966        | -                      | -                      | -                      | -                     | -                      |
+| 0.3807     | 89      | 2.2866        | -                      | -                      | -                      | -                     | -                      |
+| 0.3850     | 90      | 1.3756        | -                      | -                      | -                      | -                     | -                      |
+| 0.3893     | 91      | 0.7271        | -                      | -                      | -                      | -                     | -                      |
+| 0.3936     | 92      | 1.7267        | -                      | -                      | -                      | -                     | -                      |
+| 0.3979     | 93      | 2.0597        | -                      | -                      | -                      | -                     | -                      |
+| 0.4021     | 94      | 1.9522        | -                      | -                      | -                      | -                     | -                      |
+| 0.4064     | 95      | 1.0192        | -                      | -                      | -                      | -                     | -                      |
+| 0.4107     | 96      | 2.987         | -                      | -                      | -                      | -                     | -                      |
+| 0.4150     | 97      | 1.9623        | -                      | -                      | -                      | -                     | -                      |
+| 0.4193     | 98      | 2.0779        | -                      | -                      | -                      | -                     | -                      |
+| 0.4235     | 99      | 1.6256        | -                      | -                      | -                      | -                     | -                      |
+| 0.4278     | 100     | 1.6273        | -                      | -                      | -                      | -                     | -                      |
+| 0.4321     | 101     | 2.848         | -                      | -                      | -                      | -                     | -                      |
+| 0.4364     | 102     | 1.4129        | -                      | -                      | -                      | -                     | -                      |
+| 0.4406     | 103     | 0.7578        | -                      | -                      | -                      | -                     | -                      |
+| 0.4449     | 104     | 0.7026        | -                      | -                      | -                      | -                     | -                      |
+| 0.4492     | 105     | 1.5958        | -                      | -                      | -                      | -                     | -                      |
+| 0.4535     | 106     | 2.5135        | -                      | -                      | -                      | -                     | -                      |
+| 0.4578     | 107     | 0.5845        | -                      | -                      | -                      | -                     | -                      |
+| 0.4620     | 108     | 1.4398        | -                      | -                      | -                      | -                     | -                      |
+| 0.4663     | 109     | 1.0315        | -                      | -                      | -                      | -                     | -                      |
+| 0.4706     | 110     | 0.7233        | -                      | -                      | -                      | -                     | -                      |
+| 0.4749     | 111     | 0.4793        | -                      | -                      | -                      | -                     | -                      |
+| 0.4791     | 112     | 0.52          | -                      | -                      | -                      | -                     | -                      |
+| 0.4834     | 113     | 0.4099        | -                      | -                      | -                      | -                     | -                      |
+| 0.4877     | 114     | 1.2661        | -                      | -                      | -                      | -                     | -                      |
+| 0.4920     | 115     | 1.7636        | -                      | -                      | -                      | -                     | -                      |
+| 0.4963     | 116     | 2.0581        | -                      | -                      | -                      | -                     | -                      |
+| 0.5005     | 117     | 0.9092        | -                      | -                      | -                      | -                     | -                      |
+| 0.5048     | 118     | 1.5175        | -                      | -                      | -                      | -                     | -                      |
+| 0.5091     | 119     | 1.7537        | -                      | -                      | -                      | -                     | -                      |
+| 0.5134     | 120     | 0.984         | -                      | -                      | -                      | -                     | -                      |
+| 0.5176     | 121     | 0.5867        | -                      | -                      | -                      | -                     | -                      |
+| 0.5219     | 122     | 0.7082        | -                      | -                      | -                      | -                     | -                      |
+| 0.5262     | 123     | 1.1787        | -                      | -                      | -                      | -                     | -                      |
+| 0.5305     | 124     | 1.0118        | -                      | -                      | -                      | -                     | -                      |
+| 0.5348     | 125     | 2.0169        | -                      | -                      | -                      | -                     | -                      |
+| 0.5390     | 126     | 1.2881        | -                      | -                      | -                      | -                     | -                      |
+| 0.5433     | 127     | 1.4748        | -                      | -                      | -                      | -                     | -                      |
+| 0.5476     | 128     | 1.9601        | -                      | -                      | -                      | -                     | -                      |
+| 0.5519     | 129     | 2.7434        | -                      | -                      | -                      | -                     | -                      |
+| 0.5561     | 130     | 1.3171        | -                      | -                      | -                      | -                     | -                      |
+| 0.5604     | 131     | 1.221         | -                      | -                      | -                      | -                     | -                      |
+| 0.5647     | 132     | 1.24          | -                      | -                      | -                      | -                     | -                      |
+| 0.5690     | 133     | 1.7489        | -                      | -                      | -                      | -                     | -                      |
+| 0.5733     | 134     | 1.5888        | -                      | -                      | -                      | -                     | -                      |
+| 0.5775     | 135     | 1.6449        | -                      | -                      | -                      | -                     | -                      |
+| 0.5818     | 136     | 2.2163        | -                      | -                      | -                      | -                     | -                      |
+| 0.5861     | 137     | 1.3148        | -                      | -                      | -                      | -                     | -                      |
+| 0.5904     | 138     | 0.9209        | -                      | -                      | -                      | -                     | -                      |
+| 0.5947     | 139     | 1.3826        | -                      | -                      | -                      | -                     | -                      |
+| 0.5989     | 140     | 0.7924        | -                      | -                      | -                      | -                     | -                      |
+| 0.6032     | 141     | 0.603         | -                      | -                      | -                      | -                     | -                      |
+| 0.6075     | 142     | 1.6646        | -                      | -                      | -                      | -                     | -                      |
+| 0.6118     | 143     | 1.2747        | -                      | -                      | -                      | -                     | -                      |
+| 0.6160     | 144     | 2.4583        | -                      | -                      | -                      | -                     | -                      |
+| 0.6203     | 145     | 2.0143        | -                      | -                      | -                      | -                     | -                      |
+| 0.6246     | 146     | 1.8152        | -                      | -                      | -                      | -                     | -                      |
+| 0.6289     | 147     | 0.6461        | -                      | -                      | -                      | -                     | -                      |
+| 0.6332     | 148     | 0.5025        | -                      | -                      | -                      | -                     | -                      |
+| 0.6374     | 149     | 0.6427        | -                      | -                      | -                      | -                     | -                      |
+| 0.6417     | 150     | 1.6096        | -                      | -                      | -                      | -                     | -                      |
+| 0.6460     | 151     | 3.0679        | -                      | -                      | -                      | -                     | -                      |
+| 0.6503     | 152     | 2.8778        | -                      | -                      | -                      | -                     | -                      |
+| 0.6545     | 153     | 1.2788        | -                      | -                      | -                      | -                     | -                      |
+| 0.6588     | 154     | 0.5234        | -                      | -                      | -                      | -                     | -                      |
+| 0.6631     | 155     | 1.2211        | -                      | -                      | -                      | -                     | -                      |
+| 0.6674     | 156     | 1.5935        | -                      | -                      | -                      | -                     | -                      |
+| 0.6717     | 157     | 1.892         | -                      | -                      | -                      | -                     | -                      |
+| 0.6759     | 158     | 0.9767        | -                      | -                      | -                      | -                     | -                      |
+| 0.6802     | 159     | 1.8692        | -                      | -                      | -                      | -                     | -                      |
+| 0.6845     | 160     | 1.9853        | -                      | -                      | -                      | -                     | -                      |
+| 0.6888     | 161     | 0.9568        | -                      | -                      | -                      | -                     | -                      |
+| 0.6930     | 162     | 0.526         | -                      | -                      | -                      | -                     | -                      |
+| 0.6973     | 163     | 0.6527        | -                      | -                      | -                      | -                     | -                      |
+| 0.7016     | 164     | 1.2888        | -                      | -                      | -                      | -                     | -                      |
+| 0.7059     | 165     | 0.9485        | -                      | -                      | -                      | -                     | -                      |
+| 0.7102     | 166     | 2.3512        | -                      | -                      | -                      | -                     | -                      |
+| 0.7144     | 167     | 2.5909        | -                      | -                      | -                      | -                     | -                      |
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+| **1.9979** | **467** | **0.7451**    | **0.3624**             | **0.3819**             | **0.3987**             | **0.3061**            | **0.3968**             |
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+| 4.8599     | 1136    | 0.0153        | -                      | -                      | -                      | -                     | -                      |
+| 4.8642     | 1137    | 0.0064        | -                      | -                      | -                      | -                     | -                      |
+| 4.8684     | 1138    | 0.0134        | -                      | -                      | -                      | -                     | -                      |
+| 4.8727     | 1139    | 0.0242        | -                      | -                      | -                      | -                     | -                      |
+| 4.8770     | 1140    | 0.0774        | -                      | -                      | -                      | -                     | -                      |
+| 4.8813     | 1141    | 0.023         | -                      | -                      | -                      | -                     | -                      |
+| 4.8856     | 1142    | 0.0066        | -                      | -                      | -                      | -                     | -                      |
+| 4.8898     | 1143    | 0.0063        | -                      | -                      | -                      | -                     | -                      |
+| 4.8941     | 1144    | 0.0054        | -                      | -                      | -                      | -                     | -                      |
+| 4.8984     | 1145    | 0.0079        | -                      | -                      | -                      | -                     | -                      |
+| 4.9027     | 1146    | 0.0064        | -                      | -                      | -                      | -                     | -                      |
+| 4.9070     | 1147    | 0.0125        | -                      | -                      | -                      | -                     | -                      |
+| 4.9112     | 1148    | 0.0134        | -                      | -                      | -                      | -                     | -                      |
+| 4.9155     | 1149    | 0.0185        | -                      | -                      | -                      | -                     | -                      |
+| 4.9198     | 1150    | 0.0152        | -                      | -                      | -                      | -                     | -                      |
+| 4.9241     | 1151    | 0.0116        | -                      | -                      | -                      | -                     | -                      |
+| 4.9283     | 1152    | 0.0103        | -                      | -                      | -                      | -                     | -                      |
+| 4.9326     | 1153    | 0.005         | -                      | -                      | -                      | -                     | -                      |
+| 4.9369     | 1154    | 0.0047        | -                      | -                      | -                      | -                     | -                      |
+| 4.9412     | 1155    | 0.0227        | -                      | -                      | -                      | -                     | -                      |
+| 4.9455     | 1156    | 0.0225        | -                      | -                      | -                      | -                     | -                      |
+| 4.9497     | 1157    | 0.0084        | -                      | -                      | -                      | -                     | -                      |
+| 4.9540     | 1158    | 0.0819        | -                      | -                      | -                      | -                     | -                      |
+| 4.9583     | 1159    | 0.0198        | -                      | -                      | -                      | -                     | -                      |
+| 4.9626     | 1160    | 0.0204        | -                      | -                      | -                      | -                     | -                      |
+| 4.9668     | 1161    | 0.0043        | -                      | -                      | -                      | -                     | -                      |
+| 4.9711     | 1162    | 0.037         | -                      | -                      | -                      | -                     | -                      |
+| 4.9754     | 1163    | 0.0128        | -                      | -                      | -                      | -                     | -                      |
+| 4.9797     | 1164    | 0.0061        | -                      | -                      | -                      | -                     | -                      |
+| 4.9840     | 1165    | 0.0064        | 0.3517                 | 0.3731                 | 0.3808                 | 0.3068                | 0.3898                 |
+
+* The bold row denotes the saved checkpoint.
+</details>
+
+### Framework Versions
+- Python: 3.12.2
+- Sentence Transformers: 3.0.0
+- Transformers: 4.41.2
+- PyTorch: 2.3.1
+- Accelerate: 0.27.2
+- Datasets: 2.19.1
+- Tokenizers: 0.19.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### MatryoshkaLoss
+```bibtex
+@misc{kusupati2024matryoshka,
+    title={Matryoshka Representation Learning}, 
+    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
+    year={2024},
+    eprint={2205.13147},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@misc{henderson2017efficient,
+    title={Efficient Natural Language Response Suggestion for Smart Reply}, 
+    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
+    year={2017},
+    eprint={1705.00652},
+    archivePrefix={arXiv},
+    primaryClass={cs.CL}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->
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