SentenceTransformer based on BAAI/bge-small-en-v1.5
This is a sentence-transformers model finetuned from BAAI/bge-small-en-v1.5. It maps sentences & paragraphs to a 512-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: BAAI/bge-small-en-v1.5
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 512 tokens
- Similarity Function: Cosine Similarity
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 512, '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})
(2): Normalize()
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("raul-delarosa99/bge-small-en-v1.5-RIRAG_ObliQA")
# Run inference
sentences = [
'Could you provide detailed guidance on the acceptable threshold for "significant loss" to clients in the context of IT infrastructure resilience for virtual asset service providers?',
'60) REGULATORY REQUIREMENTS FOR AUTHORISED PERSONS ENGAGED IN REGULATED ACTIVITIES IN RELATION TO VIRTUAL ASSETS Security measures and procedures IT infrastructures should be strong enough to resist, without significant loss to Clients, a number of scenarios, including but not limited to: accidental destruction or breach of data, collusion or leakage of information by employees/former employees, successful hack of a cryptographic and hardware security module or server, or access by hackers of any single set of encryption/decryption keys that could result in a complete system breach.',
'APP8.A8.11.1 An Insurer must calculate the asset management risk component in respect of a Long Term Insurance Fund according to the method set out in Rule A4.13, applied as though all references in that Rule to an Insurer were instead references to that fund.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 512]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Evaluation
Metrics
Information Retrieval
- Dataset:
qa_eval
- Evaluated with
InformationRetrievalEvaluator
Metric | Fine Tunned | Base Model |
---|---|---|
dot_score_accuracy@10 | 0.8902 | 0.7909 |
dot_score_precision@10 | 0.0984 | 0.0842 |
dot_score_recall@10 | 0.8142 | 0.7135 |
dot_score_ndcg@10 | 0.6921 | 0.6009 |
dot_score_mrr@10 | 0.6943 | 0.6015 |
dot_score_map@10 | 0.6313 | 0.5462 |
Training Details
Training Dataset
Unnamed Dataset
- Size: 29,547 training samples
- Columns:
anchor
andpositive
- Approximate statistics based on the first 1000 samples:
anchor positive type string string details - min: 15 tokens
- mean: 34.89 tokens
- max: 96 tokens
- min: 25 tokens
- mean: 122.21 tokens
- max: 512 tokens
- Samples:
anchor positive Under Rules 7.3.2 and 7.3.3, what are the two specific conditions related to the maturity of a financial instrument that would trigger a disclosure requirement?
7.3.4 Events that trigger a disclosure. For the purposes of Rules 7.3.2 and 7.3.3, a Person is taken to hold Financial Instruments in or relating to a Reporting Entity, if the Person holds a Financial Instrument that on its maturity will confer on him: (1) an unconditional right to acquire the Financial Instrument; or (2) the discretion as to his right to acquire the Financial Instrument.
Best Execution and Transaction Handling: What constitutes 'Best Execution' under Rule 6.5 in the context of virtual assets, and how should Authorised Persons document and demonstrate this?
17.1.4 The following COBS Rules should be read as applying to all Transactions undertaken by an Authorised Person conducting a Regulated Activity in relation to Virtual Assets, irrespective of any restrictions on application or any exception to these Rules elsewhere in COBS - (a) Rule 3.4 (Suitability); (b) Rule 6.5 (Best Execution); (c) Rule 6.7 (Aggregation and Allocation); (d) Rule 6.10 (Confirmation Notes); (e) Rule 6.11 (Periodic Statements); and (f) Chapter 12 (Key Information and Client Agreement).
How does the FSRA define and evaluate "principal risks and uncertainties" for a Petroleum Reporting Entity, particularly for the remaining six months of the financial year?
10.1.7.(2) A Reporting Entity must: (a) prepare such report: (i) for the first six months of each financial year or period, and if there is a change to the accounting reference date, prepare such report in respect of the period up to the old accounting reference date; and (ii) in accordance with the applicable IFRS standards or other standards acceptable to the Regulator; (b) ensure the financial statements have either been audited or reviewed by auditors, and the audit or review by the auditor is included within the report; and (c) ensure that the report includes: (i) except in the case of a Mining Exploration Reporting Entity or a Petroleum Exploration Reporting Entity, an indication of important events that have occurred during the first six months of the financial year, and their impact on the financial statements; (ii) except in the case of a Mining Exploration Reporting Entity or a Petroleum Exploration Reporting Entity, a description of the principal risks and uncertainties for the remaining six months of the financial year; and (iii) a condensed set of financial statements, an interim management report and associated responsibility statements.
- Loss:
MultipleNegativesRankingLoss
with these parameters:{ "scale": 20.0, "similarity_fct": "dot_score" }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy
: epochper_device_train_batch_size
: 64per_device_eval_batch_size
: 512gradient_accumulation_steps
: 4learning_rate
: 2e-05num_train_epochs
: 15lr_scheduler_type
: cosinewarmup_ratio
: 0.1bf16
: Trueload_best_model_at_end
: Trueoptim
: adamw_torch_fusedbatch_sampler
: no_duplicates
All Hyperparameters
Click to expand
overwrite_output_dir
: Falsedo_predict
: Falseeval_strategy
: epochprediction_loss_only
: Trueper_device_train_batch_size
: 64per_device_eval_batch_size
: 512per_gpu_train_batch_size
: Noneper_gpu_eval_batch_size
: Nonegradient_accumulation_steps
: 4eval_accumulation_steps
: Nonetorch_empty_cache_steps
: Nonelearning_rate
: 2e-05weight_decay
: 0.0adam_beta1
: 0.9adam_beta2
: 0.999adam_epsilon
: 1e-08max_grad_norm
: 1.0num_train_epochs
: 15max_steps
: -1lr_scheduler_type
: cosinelr_scheduler_kwargs
: {}warmup_ratio
: 0.1warmup_steps
: 0log_level
: passivelog_level_replica
: warninglog_on_each_node
: Truelogging_nan_inf_filter
: Truesave_safetensors
: Truesave_on_each_node
: Falsesave_only_model
: Falserestore_callback_states_from_checkpoint
: Falseno_cuda
: Falseuse_cpu
: Falseuse_mps_device
: Falseseed
: 42data_seed
: Nonejit_mode_eval
: Falseuse_ipex
: Falsebf16
: Truefp16
: Falsefp16_opt_level
: O1half_precision_backend
: autobf16_full_eval
: Falsefp16_full_eval
: Falsetf32
: Nonelocal_rank
: 0ddp_backend
: Nonetpu_num_cores
: Nonetpu_metrics_debug
: Falsedebug
: []dataloader_drop_last
: Falsedataloader_num_workers
: 0dataloader_prefetch_factor
: Nonepast_index
: -1disable_tqdm
: Falseremove_unused_columns
: Truelabel_names
: Noneload_best_model_at_end
: Trueignore_data_skip
: Falsefsdp
: []fsdp_min_num_params
: 0fsdp_config
: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap
: Noneaccelerator_config
: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed
: Nonelabel_smoothing_factor
: 0.0optim
: adamw_torch_fusedoptim_args
: Noneadafactor
: Falsegroup_by_length
: Falselength_column_name
: lengthddp_find_unused_parameters
: Noneddp_bucket_cap_mb
: Noneddp_broadcast_buffers
: Falsedataloader_pin_memory
: Truedataloader_persistent_workers
: Falseskip_memory_metrics
: Trueuse_legacy_prediction_loop
: Falsepush_to_hub
: Falseresume_from_checkpoint
: Nonehub_model_id
: Nonehub_strategy
: every_savehub_private_repo
: Falsehub_always_push
: Falsegradient_checkpointing
: Falsegradient_checkpointing_kwargs
: Noneinclude_inputs_for_metrics
: Falseeval_do_concat_batches
: Truefp16_backend
: autopush_to_hub_model_id
: Nonepush_to_hub_organization
: Nonemp_parameters
:auto_find_batch_size
: Falsefull_determinism
: Falsetorchdynamo
: Noneray_scope
: lastddp_timeout
: 1800torch_compile
: Falsetorch_compile_backend
: Nonetorch_compile_mode
: Nonedispatch_batches
: Nonesplit_batches
: Noneinclude_tokens_per_second
: Falseinclude_num_input_tokens_seen
: Falseneftune_noise_alpha
: Noneoptim_target_modules
: Nonebatch_eval_metrics
: Falseeval_on_start
: Falseuse_liger_kernel
: Falseeval_use_gather_object
: Falsebatch_sampler
: no_duplicatesmulti_dataset_batch_sampler
: proportional
Training Logs
Click to expand
Epoch | Step | Training Loss | qa_eval_dot_score_map@10 |
---|---|---|---|
0.0087 | 1 | 1.9006 | - |
0.0173 | 2 | 1.9774 | - |
0.0260 | 3 | 1.8898 | - |
0.0346 | 4 | 1.7339 | - |
0.0433 | 5 | 1.7743 | - |
0.0519 | 6 | 1.8456 | - |
0.0606 | 7 | 1.8348 | - |
0.0693 | 8 | 1.7493 | - |
0.0779 | 9 | 1.6397 | - |
0.0866 | 10 | 1.6803 | - |
0.0952 | 11 | 1.6503 | - |
0.1039 | 12 | 1.7065 | - |
0.1126 | 13 | 1.864 | - |
0.1212 | 14 | 1.7811 | - |
0.1299 | 15 | 1.6896 | - |
0.1385 | 16 | 1.7036 | - |
0.1472 | 17 | 1.769 | - |
0.1558 | 18 | 1.8405 | - |
0.1645 | 19 | 1.8686 | - |
0.1732 | 20 | 1.7136 | - |
0.1818 | 21 | 1.9135 | - |
0.1905 | 22 | 1.9542 | - |
0.1991 | 23 | 1.7373 | - |
0.2078 | 24 | 1.7295 | - |
0.2165 | 25 | 1.6764 | - |
0.2251 | 26 | 1.6606 | - |
0.2338 | 27 | 1.5261 | - |
0.2424 | 28 | 1.6864 | - |
0.2511 | 29 | 1.6683 | - |
0.2597 | 30 | 1.6443 | - |
0.2684 | 31 | 1.587 | - |
0.2771 | 32 | 1.5673 | - |
0.2857 | 33 | 1.575 | - |
0.2944 | 34 | 1.5552 | - |
0.3030 | 35 | 1.6614 | - |
0.3117 | 36 | 1.5392 | - |
0.3203 | 37 | 1.5684 | - |
0.3290 | 38 | 1.3392 | - |
0.3377 | 39 | 1.3909 | - |
0.3463 | 40 | 1.3444 | - |
0.3550 | 41 | 1.3642 | - |
0.3636 | 42 | 1.3242 | - |
0.3723 | 43 | 1.4779 | - |
0.3810 | 44 | 1.2574 | - |
0.3896 | 45 | 1.3639 | - |
0.3983 | 46 | 1.2723 | - |
0.4069 | 47 | 1.2563 | - |
0.4156 | 48 | 1.1769 | - |
0.4242 | 49 | 1.2596 | - |
0.4329 | 50 | 1.2703 | - |
0.4416 | 51 | 1.3731 | - |
0.4502 | 52 | 1.163 | - |
0.4589 | 53 | 1.4455 | - |
0.4675 | 54 | 1.0285 | - |
0.4762 | 55 | 1.1616 | - |
0.4848 | 56 | 1.1341 | - |
0.4935 | 57 | 1.163 | - |
0.5022 | 58 | 1.187 | - |
0.5108 | 59 | 1.0557 | - |
0.5195 | 60 | 1.1115 | - |
0.5281 | 61 | 1.0469 | - |
0.5368 | 62 | 1.2311 | - |
0.5455 | 63 | 0.9378 | - |
0.5541 | 64 | 1.0355 | - |
0.5628 | 65 | 1.4079 | - |
0.5714 | 66 | 1.1047 | - |
0.5801 | 67 | 0.9298 | - |
0.5887 | 68 | 1.2011 | - |
0.5974 | 69 | 1.0149 | - |
0.6061 | 70 | 1.1661 | - |
0.6147 | 71 | 0.8674 | - |
0.6234 | 72 | 1.0458 | - |
0.6320 | 73 | 0.9858 | - |
0.6407 | 74 | 1.2019 | - |
0.6494 | 75 | 0.9794 | - |
0.6580 | 76 | 0.9604 | - |
0.6667 | 77 | 1.0405 | - |
0.6753 | 78 | 1.1605 | - |
0.6840 | 79 | 1.0779 | - |
0.6926 | 80 | 1.16 | - |
0.7013 | 81 | 1.2139 | - |
0.7100 | 82 | 1.0696 | - |
0.7186 | 83 | 1.1806 | - |
0.7273 | 84 | 1.1762 | - |
0.7359 | 85 | 0.975 | - |
0.7446 | 86 | 1.1304 | - |
0.7532 | 87 | 1.1431 | - |
0.7619 | 88 | 1.0669 | - |
0.7706 | 89 | 1.0858 | - |
0.7792 | 90 | 1.0494 | - |
0.7879 | 91 | 1.0815 | - |
0.7965 | 92 | 0.9833 | - |
0.8052 | 93 | 1.1571 | - |
0.8139 | 94 | 0.9771 | - |
0.8225 | 95 | 0.88 | - |
0.8312 | 96 | 0.9501 | - |
0.8398 | 97 | 1.2409 | - |
0.8485 | 98 | 1.1644 | - |
0.8571 | 99 | 1.1176 | - |
0.8658 | 100 | 0.8971 | - |
0.8745 | 101 | 1.032 | - |
0.8831 | 102 | 1.0456 | - |
0.8918 | 103 | 0.878 | - |
0.9004 | 104 | 0.9627 | - |
0.9091 | 105 | 0.7828 | - |
0.9177 | 106 | 0.9415 | - |
0.9264 | 107 | 0.9118 | - |
0.9351 | 108 | 1.0132 | - |
0.9437 | 109 | 0.9399 | - |
0.9524 | 110 | 0.9332 | - |
0.9610 | 111 | 0.9197 | - |
0.9697 | 112 | 0.9294 | - |
0.9784 | 113 | 1.1636 | - |
0.9870 | 114 | 0.9484 | - |
0.9957 | 115 | 1.1682 | - |
1.0043 | 116 | 0.6774 | 0.6055 |
1.0065 | 117 | 0.5901 | - |
1.0152 | 118 | 0.9436 | - |
1.0238 | 119 | 1.04 | - |
1.0325 | 120 | 0.8038 | - |
1.0411 | 121 | 0.8559 | - |
1.0498 | 122 | 1.1118 | - |
1.0584 | 123 | 0.8408 | - |
1.0671 | 124 | 0.9209 | - |
1.0758 | 125 | 0.7588 | - |
1.0844 | 126 | 0.8141 | - |
1.0931 | 127 | 0.7161 | - |
1.1017 | 128 | 0.7939 | - |
1.1104 | 129 | 1.0256 | - |
1.1190 | 130 | 0.8305 | - |
1.1277 | 131 | 0.8177 | - |
1.1364 | 132 | 0.8632 | - |
1.1450 | 133 | 0.9084 | - |
1.1537 | 134 | 1.0142 | - |
1.1623 | 135 | 1.2425 | - |
1.1710 | 136 | 0.8622 | - |
1.1797 | 137 | 1.0148 | - |
1.1883 | 138 | 1.1104 | - |
1.1970 | 139 | 1.0222 | - |
1.2056 | 140 | 0.9621 | - |
1.2143 | 141 | 0.8216 | - |
1.2229 | 142 | 0.8159 | - |
1.2316 | 143 | 0.7278 | - |
1.2403 | 144 | 0.9867 | - |
1.2489 | 145 | 1.0389 | - |
1.2576 | 146 | 0.8307 | - |
1.2662 | 147 | 0.943 | - |
1.2749 | 148 | 0.8681 | - |
1.2835 | 149 | 0.9374 | - |
1.2922 | 150 | 0.9335 | - |
1.3009 | 151 | 1.0568 | - |
1.3095 | 152 | 0.8154 | - |
1.3182 | 153 | 1.1342 | - |
1.3268 | 154 | 0.9235 | - |
1.3355 | 155 | 0.8155 | - |
1.3442 | 156 | 0.7959 | - |
1.3528 | 157 | 0.9586 | - |
1.3615 | 158 | 0.811 | - |
1.3701 | 159 | 0.8997 | - |
1.3788 | 160 | 0.94 | - |
1.3874 | 161 | 0.7088 | - |
1.3961 | 162 | 0.9682 | - |
1.4048 | 163 | 0.8308 | - |
1.4134 | 164 | 0.7775 | - |
1.4221 | 165 | 0.9181 | - |
1.4307 | 166 | 0.9467 | - |
1.4394 | 167 | 0.9216 | - |
1.4481 | 168 | 0.877 | - |
1.4567 | 169 | 0.9788 | - |
1.4654 | 170 | 0.9094 | - |
1.4740 | 171 | 0.8269 | - |
1.4827 | 172 | 0.6962 | - |
1.4913 | 173 | 0.9412 | - |
1.5 | 174 | 1.1315 | - |
1.5087 | 175 | 0.7554 | - |
1.5173 | 176 | 0.9191 | - |
1.5260 | 177 | 0.8115 | - |
1.5346 | 178 | 0.8798 | - |
1.5433 | 179 | 0.8248 | - |
1.5519 | 180 | 0.712 | - |
1.5606 | 181 | 1.0581 | - |
1.5693 | 182 | 0.9755 | - |
1.5779 | 183 | 0.8808 | - |
1.5866 | 184 | 0.8207 | - |
1.5952 | 185 | 0.8627 | - |
1.6039 | 186 | 0.9566 | - |
1.6126 | 187 | 0.6412 | - |
1.6212 | 188 | 0.7806 | - |
1.6299 | 189 | 0.8012 | - |
1.6385 | 190 | 0.9907 | - |
1.6472 | 191 | 0.8961 | - |
1.6558 | 192 | 0.7042 | - |
1.6645 | 193 | 0.8451 | - |
1.6732 | 194 | 1.0143 | - |
1.6818 | 195 | 0.9189 | - |
1.6905 | 196 | 0.8588 | - |
1.6991 | 197 | 0.9458 | - |
1.7078 | 198 | 0.9716 | - |
1.7165 | 199 | 0.9424 | - |
1.7251 | 200 | 0.9257 | - |
1.7338 | 201 | 0.838 | - |
1.7424 | 202 | 1.0036 | - |
1.7511 | 203 | 0.8486 | - |
1.7597 | 204 | 1.0168 | - |
1.7684 | 205 | 0.8885 | - |
1.7771 | 206 | 0.8234 | - |
1.7857 | 207 | 1.0461 | - |
1.7944 | 208 | 0.9209 | - |
1.8030 | 209 | 0.9177 | - |
1.8117 | 210 | 0.8683 | - |
1.8203 | 211 | 0.799 | - |
1.8290 | 212 | 0.8423 | - |
1.8377 | 213 | 1.0716 | - |
1.8463 | 214 | 1.0086 | - |
1.8550 | 215 | 0.9491 | - |
1.8636 | 216 | 0.876 | - |
1.8723 | 217 | 0.753 | - |
1.8810 | 218 | 1.0414 | - |
1.8896 | 219 | 0.7402 | - |
1.8983 | 220 | 0.7265 | - |
1.9069 | 221 | 0.7436 | - |
1.9156 | 222 | 0.8061 | - |
1.9242 | 223 | 0.6365 | - |
1.9329 | 224 | 0.8791 | - |
1.9416 | 225 | 0.8423 | - |
1.9502 | 226 | 0.7883 | - |
1.9589 | 227 | 0.7574 | - |
1.9675 | 228 | 0.8446 | - |
1.9762 | 229 | 0.8368 | - |
1.9848 | 230 | 0.9048 | - |
1.9935 | 231 | 0.973 | - |
2.0022 | 232 | 0.8729 | 0.6196 |
2.0043 | 233 | 0.2569 | - |
2.0130 | 234 | 0.8799 | - |
2.0216 | 235 | 0.8955 | - |
2.0303 | 236 | 0.7625 | - |
2.0390 | 237 | 0.6385 | - |
2.0476 | 238 | 0.8365 | - |
2.0563 | 239 | 0.9766 | - |
2.0649 | 240 | 0.685 | - |
2.0736 | 241 | 0.7521 | - |
2.0823 | 242 | 0.6045 | - |
2.0909 | 243 | 0.5866 | - |
2.0996 | 244 | 0.6631 | - |
2.1082 | 245 | 0.8788 | - |
2.1169 | 246 | 0.7642 | - |
2.1255 | 247 | 0.6549 | - |
2.1342 | 248 | 0.748 | - |
2.1429 | 249 | 0.8265 | - |
2.1515 | 250 | 0.7587 | - |
2.1602 | 251 | 1.1161 | - |
2.1688 | 252 | 0.858 | - |
2.1775 | 253 | 0.8394 | - |
2.1861 | 254 | 0.9658 | - |
2.1948 | 255 | 0.9162 | - |
2.2035 | 256 | 0.8561 | - |
2.2121 | 257 | 0.7099 | - |
2.2208 | 258 | 0.7261 | - |
2.2294 | 259 | 0.7174 | - |
2.2381 | 260 | 0.6752 | - |
2.2468 | 261 | 0.9701 | - |
2.2554 | 262 | 0.7685 | - |
2.2641 | 263 | 0.845 | - |
2.2727 | 264 | 0.7365 | - |
2.2814 | 265 | 0.7538 | - |
2.2900 | 266 | 0.7401 | - |
2.2987 | 267 | 0.9054 | - |
2.3074 | 268 | 0.7733 | - |
2.3160 | 269 | 0.9947 | - |
2.3247 | 270 | 0.7427 | - |
2.3333 | 271 | 0.757 | - |
2.3420 | 272 | 0.731 | - |
2.3506 | 273 | 0.719 | - |
2.3593 | 274 | 0.7435 | - |
2.3680 | 275 | 0.7489 | - |
2.3766 | 276 | 0.9108 | - |
2.3853 | 277 | 0.6027 | - |
2.3939 | 278 | 0.8813 | - |
2.4026 | 279 | 0.7801 | - |
2.4113 | 280 | 0.6287 | - |
2.4199 | 281 | 0.7375 | - |
2.4286 | 282 | 0.824 | - |
2.4372 | 283 | 0.8206 | - |
2.4459 | 284 | 0.7805 | - |
2.4545 | 285 | 0.8443 | - |
2.4632 | 286 | 0.8887 | - |
2.4719 | 287 | 0.6984 | - |
2.4805 | 288 | 0.6718 | - |
2.4892 | 289 | 0.8184 | - |
2.4978 | 290 | 1.0259 | - |
2.5065 | 291 | 0.7422 | - |
2.5152 | 292 | 0.7539 | - |
2.5238 | 293 | 0.7422 | - |
2.5325 | 294 | 0.81 | - |
2.5411 | 295 | 0.8015 | - |
2.5498 | 296 | 0.613 | - |
2.5584 | 297 | 0.8623 | - |
2.5671 | 298 | 1.0711 | - |
2.5758 | 299 | 0.76 | - |
2.5844 | 300 | 0.7372 | - |
2.5931 | 301 | 0.7346 | - |
2.6017 | 302 | 0.8559 | - |
2.6104 | 303 | 0.5926 | - |
2.6190 | 304 | 0.6945 | - |
2.6277 | 305 | 0.6985 | - |
2.6364 | 306 | 0.8489 | - |
2.6450 | 307 | 0.8123 | - |
2.6537 | 308 | 0.745 | - |
2.6623 | 309 | 0.6543 | - |
2.6710 | 310 | 0.9022 | - |
2.6797 | 311 | 0.862 | - |
2.6883 | 312 | 0.757 | - |
2.6970 | 313 | 0.8539 | - |
2.7056 | 314 | 0.9205 | - |
2.7143 | 315 | 0.8702 | - |
2.7229 | 316 | 0.8144 | - |
2.7316 | 317 | 0.8202 | - |
2.7403 | 318 | 0.9092 | - |
2.7489 | 319 | 0.7811 | - |
2.7576 | 320 | 0.8792 | - |
2.7662 | 321 | 0.8316 | - |
2.7749 | 322 | 0.8053 | - |
2.7835 | 323 | 0.9033 | - |
2.7922 | 324 | 0.8172 | - |
2.8009 | 325 | 0.7934 | - |
2.8095 | 326 | 0.8106 | - |
2.8182 | 327 | 0.7183 | - |
2.8268 | 328 | 0.7571 | - |
2.8355 | 329 | 0.9051 | - |
2.8442 | 330 | 0.8819 | - |
2.8528 | 331 | 0.96 | - |
2.8615 | 332 | 0.78 | - |
2.8701 | 333 | 0.6932 | - |
2.8788 | 334 | 0.8553 | - |
2.8874 | 335 | 0.8483 | - |
2.8961 | 336 | 0.6056 | - |
2.9048 | 337 | 0.7303 | - |
2.9134 | 338 | 0.5838 | - |
2.9221 | 339 | 0.5951 | - |
2.9307 | 340 | 0.761 | - |
2.9394 | 341 | 0.7292 | - |
2.9481 | 342 | 0.6878 | - |
2.9567 | 343 | 0.7565 | - |
2.9654 | 344 | 0.8009 | - |
2.9740 | 345 | 0.6321 | - |
2.9827 | 346 | 0.903 | - |
2.9913 | 347 | 0.9233 | - |
3.0 | 348 | 0.8918 | 0.6255 |
3.0022 | 349 | 0.1279 | - |
3.0108 | 350 | 0.7773 | - |
3.0195 | 351 | 0.6327 | - |
3.0281 | 352 | 0.8916 | - |
3.0368 | 353 | 0.5167 | - |
3.0455 | 354 | 0.7534 | - |
3.0541 | 355 | 0.7801 | - |
3.0628 | 356 | 0.7414 | - |
3.0714 | 357 | 0.6463 | - |
3.0801 | 358 | 0.5396 | - |
3.0887 | 359 | 0.6017 | - |
3.0974 | 360 | 0.5227 | - |
3.1061 | 361 | 0.7126 | - |
3.1147 | 362 | 0.72 | - |
3.1234 | 363 | 0.5806 | - |
3.1320 | 364 | 0.7322 | - |
3.1407 | 365 | 0.6927 | - |
3.1494 | 366 | 0.6769 | - |
3.1580 | 367 | 0.9597 | - |
3.1667 | 368 | 0.7742 | - |
3.1753 | 369 | 0.7357 | - |
3.1840 | 370 | 0.8548 | - |
3.1926 | 371 | 0.9285 | - |
3.2013 | 372 | 0.764 | - |
3.2100 | 373 | 0.7351 | - |
3.2186 | 374 | 0.7067 | - |
3.2273 | 375 | 0.6169 | - |
3.2359 | 376 | 0.6254 | - |
3.2446 | 377 | 0.885 | - |
3.2532 | 378 | 0.679 | - |
3.2619 | 379 | 0.7562 | - |
3.2706 | 380 | 0.6885 | - |
3.2792 | 381 | 0.6008 | - |
3.2879 | 382 | 0.7576 | - |
3.2965 | 383 | 0.7722 | - |
3.3052 | 384 | 0.7928 | - |
3.3139 | 385 | 0.8219 | - |
3.3225 | 386 | 0.6765 | - |
3.3312 | 387 | 0.734 | - |
3.3398 | 388 | 0.7175 | - |
3.3485 | 389 | 0.6636 | - |
3.3571 | 390 | 0.7042 | - |
3.3658 | 391 | 0.6494 | - |
3.3745 | 392 | 0.8241 | - |
3.3831 | 393 | 0.5427 | - |
3.3918 | 394 | 0.8621 | - |
3.4004 | 395 | 0.7231 | - |
3.4091 | 396 | 0.6559 | - |
3.4177 | 397 | 0.6104 | - |
3.4264 | 398 | 0.7446 | - |
3.4351 | 399 | 0.6819 | - |
3.4437 | 400 | 0.8372 | - |
3.4524 | 401 | 0.6876 | - |
3.4610 | 402 | 0.8287 | - |
3.4697 | 403 | 0.5788 | - |
3.4784 | 404 | 0.6705 | - |
3.4870 | 405 | 0.695 | - |
3.4957 | 406 | 0.8201 | - |
3.5043 | 407 | 0.7945 | - |
3.5130 | 408 | 0.6987 | - |
3.5216 | 409 | 0.6608 | - |
3.5303 | 410 | 0.7317 | - |
3.5390 | 411 | 0.7741 | - |
3.5476 | 412 | 0.5483 | - |
3.5563 | 413 | 0.7905 | - |
3.5649 | 414 | 0.992 | - |
3.5736 | 415 | 0.7882 | - |
3.5823 | 416 | 0.657 | - |
3.5909 | 417 | 0.6594 | - |
3.5996 | 418 | 0.685 | - |
3.6082 | 419 | 0.6642 | - |
3.6169 | 420 | 0.5495 | - |
3.6255 | 421 | 0.7218 | - |
3.6342 | 422 | 0.7213 | - |
3.6429 | 423 | 0.7952 | - |
3.6515 | 424 | 0.7017 | - |
3.6602 | 425 | 0.6022 | - |
3.6688 | 426 | 0.7381 | - |
3.6775 | 427 | 0.8468 | - |
3.6861 | 428 | 0.6732 | - |
3.6948 | 429 | 0.7335 | - |
3.7035 | 430 | 0.8116 | - |
3.7121 | 431 | 0.8189 | - |
3.7208 | 432 | 0.7372 | - |
3.7294 | 433 | 0.7981 | - |
3.7381 | 434 | 0.7403 | - |
3.7468 | 435 | 0.7155 | - |
3.7554 | 436 | 0.8701 | - |
3.7641 | 437 | 0.7498 | - |
3.7727 | 438 | 0.7587 | - |
3.7814 | 439 | 0.8279 | - |
3.7900 | 440 | 0.7874 | - |
3.7987 | 441 | 0.7485 | - |
3.8074 | 442 | 0.7507 | - |
3.8160 | 443 | 0.677 | - |
3.8247 | 444 | 0.6333 | - |
3.8333 | 445 | 0.8852 | - |
3.8420 | 446 | 0.8133 | - |
3.8506 | 447 | 0.8243 | - |
3.8593 | 448 | 0.799 | - |
3.8680 | 449 | 0.5416 | - |
3.8766 | 450 | 0.7698 | - |
3.8853 | 451 | 0.7377 | - |
3.8939 | 452 | 0.6497 | - |
3.9026 | 453 | 0.5655 | - |
3.9113 | 454 | 0.5832 | - |
3.9199 | 455 | 0.6167 | - |
3.9286 | 456 | 0.6761 | - |
3.9372 | 457 | 0.6772 | - |
3.9459 | 458 | 0.6995 | - |
3.9545 | 459 | 0.6768 | - |
3.9632 | 460 | 0.7143 | - |
3.9719 | 461 | 0.6354 | - |
3.9805 | 462 | 0.8287 | - |
3.9892 | 463 | 0.8693 | - |
3.9978 | 464 | 0.8556 | - |
4.0065 | 465 | 0.1944 | 0.6289 |
4.0087 | 466 | 0.6191 | - |
4.0173 | 467 | 0.5704 | - |
4.0260 | 468 | 0.7962 | - |
4.0346 | 469 | 0.5724 | - |
4.0433 | 470 | 0.6306 | - |
4.0519 | 471 | 0.7907 | - |
4.0606 | 472 | 0.6824 | - |
4.0693 | 473 | 0.5694 | - |
4.0779 | 474 | 0.4865 | - |
4.0866 | 475 | 0.5828 | - |
4.0952 | 476 | 0.4895 | - |
4.1039 | 477 | 0.6107 | - |
4.1126 | 478 | 0.6937 | - |
4.1212 | 479 | 0.6403 | - |
4.1299 | 480 | 0.6437 | - |
4.1385 | 481 | 0.6372 | - |
4.1472 | 482 | 0.6679 | - |
4.1558 | 483 | 0.8507 | - |
4.1645 | 484 | 0.7795 | - |
4.1732 | 485 | 0.6347 | - |
4.1818 | 486 | 0.7909 | - |
4.1905 | 487 | 0.879 | - |
4.1991 | 488 | 0.6485 | - |
4.2078 | 489 | 0.726 | - |
4.2165 | 490 | 0.6418 | - |
4.2251 | 491 | 0.5497 | - |
4.2338 | 492 | 0.4937 | - |
4.2424 | 493 | 0.7437 | - |
4.2511 | 494 | 0.7473 | - |
4.2597 | 495 | 0.6607 | - |
4.2684 | 496 | 0.6082 | - |
4.2771 | 497 | 0.6264 | - |
4.2857 | 498 | 0.7039 | - |
4.2944 | 499 | 0.6696 | - |
4.3030 | 500 | 0.8482 | - |
4.3117 | 501 | 0.6083 | - |
4.3203 | 502 | 0.8181 | - |
4.3290 | 503 | 0.6899 | - |
4.3377 | 504 | 0.598 | - |
4.3463 | 505 | 0.5772 | - |
4.3550 | 506 | 0.7 | - |
4.3636 | 507 | 0.6006 | - |
4.3723 | 508 | 0.7599 | - |
4.3810 | 509 | 0.6257 | - |
4.3896 | 510 | 0.6303 | - |
4.3983 | 511 | 0.6165 | - |
4.4069 | 512 | 0.6916 | - |
4.4156 | 513 | 0.5688 | - |
4.4242 | 514 | 0.6574 | - |
4.4329 | 515 | 0.6247 | - |
4.4416 | 516 | 0.6939 | - |
4.4502 | 517 | 0.6063 | - |
4.4589 | 518 | 0.8358 | - |
4.4675 | 519 | 0.5488 | - |
4.4762 | 520 | 0.6069 | - |
4.4848 | 521 | 0.5637 | - |
4.4935 | 522 | 0.7727 | - |
4.5022 | 523 | 0.7557 | - |
4.5108 | 524 | 0.6675 | - |
4.5195 | 525 | 0.7055 | - |
4.5281 | 526 | 0.6239 | - |
4.5368 | 527 | 0.7006 | - |
4.5455 | 528 | 0.5229 | - |
4.5541 | 529 | 0.644 | - |
4.5628 | 530 | 0.9475 | - |
4.5714 | 531 | 0.7377 | - |
4.5801 | 532 | 0.5197 | - |
4.5887 | 533 | 0.719 | - |
4.5974 | 534 | 0.567 | - |
4.6061 | 535 | 0.6702 | - |
4.6147 | 536 | 0.426 | - |
4.6234 | 537 | 0.7309 | - |
4.6320 | 538 | 0.6186 | - |
4.6407 | 539 | 0.7609 | - |
4.6494 | 540 | 0.6534 | - |
4.6580 | 541 | 0.631 | - |
4.6667 | 542 | 0.6848 | - |
4.6753 | 543 | 0.7369 | - |
4.6840 | 544 | 0.6701 | - |
4.6926 | 545 | 0.7026 | - |
4.7013 | 546 | 0.8015 | - |
4.7100 | 547 | 0.7156 | - |
4.7186 | 548 | 0.777 | - |
4.7273 | 549 | 0.7183 | - |
4.7359 | 550 | 0.6676 | - |
4.7446 | 551 | 0.7282 | - |
4.7532 | 552 | 0.8139 | - |
4.7619 | 553 | 0.6971 | - |
4.7706 | 554 | 0.789 | - |
4.7792 | 555 | 0.7111 | - |
4.7879 | 556 | 0.7426 | - |
4.7965 | 557 | 0.6932 | - |
4.8052 | 558 | 0.7179 | - |
4.8139 | 559 | 0.6709 | - |
4.8225 | 560 | 0.5513 | - |
4.8312 | 561 | 0.6358 | - |
4.8398 | 562 | 0.8794 | - |
4.8485 | 563 | 0.8012 | - |
4.8571 | 564 | 0.7704 | - |
4.8658 | 565 | 0.5793 | - |
4.8745 | 566 | 0.6684 | - |
4.8831 | 567 | 0.7118 | - |
4.8918 | 568 | 0.5839 | - |
4.9004 | 569 | 0.6474 | - |
4.9091 | 570 | 0.4803 | - |
4.9177 | 571 | 0.6389 | - |
4.9264 | 572 | 0.5408 | - |
4.9351 | 573 | 0.6023 | - |
4.9437 | 574 | 0.6174 | - |
4.9524 | 575 | 0.673 | - |
4.9610 | 576 | 0.605 | - |
4.9697 | 577 | 0.6319 | - |
4.9784 | 578 | 0.7883 | - |
4.9870 | 579 | 0.6792 | - |
4.9957 | 580 | 0.8864 | - |
5.0043 | 581 | 0.4167 | 0.6309 |
5.0065 | 582 | 0.361 | - |
5.0152 | 583 | 0.5761 | - |
5.0238 | 584 | 0.7297 | - |
5.0325 | 585 | 0.5485 | - |
5.0411 | 586 | 0.5697 | - |
5.0498 | 587 | 0.7429 | - |
5.0584 | 588 | 0.5572 | - |
5.0671 | 589 | 0.6251 | - |
5.0758 | 590 | 0.4716 | - |
5.0844 | 591 | 0.5014 | - |
5.0931 | 592 | 0.4096 | - |
5.1017 | 593 | 0.5018 | - |
5.1104 | 594 | 0.7192 | - |
5.1190 | 595 | 0.5647 | - |
5.1277 | 596 | 0.562 | - |
5.1364 | 597 | 0.5774 | - |
5.1450 | 598 | 0.5949 | - |
5.1537 | 599 | 0.6975 | - |
5.1623 | 600 | 0.8957 | - |
5.1710 | 601 | 0.5849 | - |
5.1797 | 602 | 0.7162 | - |
5.1883 | 603 | 0.8138 | - |
5.1970 | 604 | 0.7155 | - |
5.2056 | 605 | 0.6464 | - |
5.2143 | 606 | 0.5768 | - |
5.2229 | 607 | 0.5527 | - |
5.2316 | 608 | 0.4823 | - |
5.2403 | 609 | 0.6437 | - |
5.2489 | 610 | 0.7543 | - |
5.2576 | 611 | 0.6033 | - |
5.2662 | 612 | 0.5855 | - |
5.2749 | 613 | 0.5909 | - |
5.2835 | 614 | 0.6631 | - |
5.2922 | 615 | 0.642 | - |
5.3009 | 616 | 0.7049 | - |
5.3095 | 617 | 0.5592 | - |
5.3182 | 618 | 0.8025 | - |
5.3268 | 619 | 0.6697 | - |
5.3355 | 620 | 0.5803 | - |
5.3442 | 621 | 0.5033 | - |
5.3528 | 622 | 0.6487 | - |
5.3615 | 623 | 0.5773 | - |
5.3701 | 624 | 0.6942 | - |
5.3788 | 625 | 0.705 | - |
5.3874 | 626 | 0.4615 | - |
5.3961 | 627 | 0.6896 | - |
5.4048 | 628 | 0.574 | - |
5.4134 | 629 | 0.5646 | - |
5.4221 | 630 | 0.6161 | - |
5.4307 | 631 | 0.62 | - |
5.4394 | 632 | 0.6008 | - |
5.4481 | 633 | 0.6211 | - |
5.4567 | 634 | 0.6955 | - |
5.4654 | 635 | 0.653 | - |
5.4740 | 636 | 0.5276 | - |
5.4827 | 637 | 0.4808 | - |
5.4913 | 638 | 0.7161 | - |
5.5 | 639 | 0.8616 | - |
5.5087 | 640 | 0.512 | - |
5.5173 | 641 | 0.6684 | - |
5.5260 | 642 | 0.541 | - |
5.5346 | 643 | 0.6973 | - |
5.5433 | 644 | 0.6102 | - |
5.5519 | 645 | 0.5356 | - |
5.5606 | 646 | 0.746 | - |
5.5693 | 647 | 0.7803 | - |
5.5779 | 648 | 0.6416 | - |
5.5866 | 649 | 0.5584 | - |
5.5952 | 650 | 0.6438 | - |
5.6039 | 651 | 0.6314 | - |
5.6126 | 652 | 0.4553 | - |
5.6212 | 653 | 0.6072 | - |
5.6299 | 654 | 0.5339 | - |
5.6385 | 655 | 0.7554 | - |
5.6472 | 656 | 0.6722 | - |
5.6558 | 657 | 0.4837 | - |
5.6645 | 658 | 0.5541 | - |
5.6732 | 659 | 0.7474 | - |
5.6818 | 660 | 0.6365 | - |
5.6905 | 661 | 0.5829 | - |
5.6991 | 662 | 0.6911 | - |
5.7078 | 663 | 0.7004 | - |
5.7165 | 664 | 0.7334 | - |
5.7251 | 665 | 0.6566 | - |
5.7338 | 666 | 0.6036 | - |
5.7424 | 667 | 0.7154 | - |
5.7511 | 668 | 0.6535 | - |
5.7597 | 669 | 0.7195 | - |
5.7684 | 670 | 0.6096 | - |
5.7771 | 671 | 0.5585 | - |
5.7857 | 672 | 0.7309 | - |
5.7944 | 673 | 0.6704 | - |
5.8030 | 674 | 0.6668 | - |
5.8117 | 675 | 0.6278 | - |
5.8203 | 676 | 0.5564 | - |
5.8290 | 677 | 0.5742 | - |
5.8377 | 678 | 0.8192 | - |
5.8463 | 679 | 0.7909 | - |
5.8550 | 680 | 0.6763 | - |
5.8636 | 681 | 0.6167 | - |
5.8723 | 682 | 0.4931 | - |
5.8810 | 683 | 0.776 | - |
5.8896 | 684 | 0.5377 | - |
5.8983 | 685 | 0.5475 | - |
5.9069 | 686 | 0.499 | - |
5.9156 | 687 | 0.6195 | - |
5.9242 | 688 | 0.4167 | - |
5.9329 | 689 | 0.6015 | - |
5.9416 | 690 | 0.6208 | - |
5.9502 | 691 | 0.5888 | - |
5.9589 | 692 | 0.5349 | - |
5.9675 | 693 | 0.6403 | - |
5.9762 | 694 | 0.632 | - |
5.9848 | 695 | 0.7104 | - |
5.9935 | 696 | 0.7362 | - |
6.0022 | 697 | 0.5433 | 0.6325 |
6.0043 | 698 | 0.1761 | - |
6.0130 | 699 | 0.6201 | - |
6.0216 | 700 | 0.6384 | - |
6.0303 | 701 | 0.5522 | - |
6.0390 | 702 | 0.4992 | - |
6.0476 | 703 | 0.6028 | - |
6.0563 | 704 | 0.6983 | - |
6.0649 | 705 | 0.4941 | - |
6.0736 | 706 | 0.5431 | - |
6.0823 | 707 | 0.433 | - |
6.0909 | 708 | 0.4018 | - |
6.0996 | 709 | 0.4209 | - |
6.1082 | 710 | 0.6806 | - |
6.1169 | 711 | 0.5421 | - |
6.1255 | 712 | 0.4941 | - |
6.1342 | 713 | 0.5704 | - |
6.1429 | 714 | 0.6142 | - |
6.1515 | 715 | 0.564 | - |
6.1602 | 716 | 0.8604 | - |
6.1688 | 717 | 0.6427 | - |
6.1775 | 718 | 0.6807 | - |
6.1861 | 719 | 0.7049 | - |
6.1948 | 720 | 0.7057 | - |
6.2035 | 721 | 0.6084 | - |
6.2121 | 722 | 0.5094 | - |
6.2208 | 723 | 0.5798 | - |
6.2294 | 724 | 0.5194 | - |
6.2381 | 725 | 0.4825 | - |
6.2468 | 726 | 0.734 | - |
6.2554 | 727 | 0.5662 | - |
6.2641 | 728 | 0.6026 | - |
6.2727 | 729 | 0.5608 | - |
6.2814 | 730 | 0.5832 | - |
6.2900 | 731 | 0.5897 | - |
6.2987 | 732 | 0.7053 | - |
6.3074 | 733 | 0.5856 | - |
6.3160 | 734 | 0.7739 | - |
6.3247 | 735 | 0.5639 | - |
6.3333 | 736 | 0.5747 | - |
6.3420 | 737 | 0.5472 | - |
6.3506 | 738 | 0.5143 | - |
6.3593 | 739 | 0.5549 | - |
6.3680 | 740 | 0.6318 | - |
6.3766 | 741 | 0.6916 | - |
6.3853 | 742 | 0.4592 | - |
6.3939 | 743 | 0.6455 | - |
6.4026 | 744 | 0.5864 | - |
6.4113 | 745 | 0.4685 | - |
6.4199 | 746 | 0.4985 | - |
6.4286 | 747 | 0.6013 | - |
6.4372 | 748 | 0.5754 | - |
6.4459 | 749 | 0.5664 | - |
6.4545 | 750 | 0.6749 | - |
6.4632 | 751 | 0.5999 | - |
6.4719 | 752 | 0.5119 | - |
6.4805 | 753 | 0.4808 | - |
6.4892 | 754 | 0.6169 | - |
6.4978 | 755 | 0.8387 | - |
6.5065 | 756 | 0.5524 | - |
6.5152 | 757 | 0.574 | - |
6.5238 | 758 | 0.545 | - |
6.5325 | 759 | 0.5861 | - |
6.5411 | 760 | 0.5618 | - |
6.5498 | 761 | 0.4392 | - |
6.5584 | 762 | 0.6996 | - |
6.5671 | 763 | 0.899 | - |
6.5758 | 764 | 0.591 | - |
6.5844 | 765 | 0.55 | - |
6.5931 | 766 | 0.5713 | - |
6.6017 | 767 | 0.6471 | - |
6.6104 | 768 | 0.4395 | - |
6.6190 | 769 | 0.4946 | - |
6.6277 | 770 | 0.5259 | - |
6.6364 | 771 | 0.6609 | - |
6.6450 | 772 | 0.6614 | - |
6.6537 | 773 | 0.5454 | - |
6.6623 | 774 | 0.4781 | - |
6.6710 | 775 | 0.6994 | - |
6.6797 | 776 | 0.6476 | - |
6.6883 | 777 | 0.5413 | - |
6.6970 | 778 | 0.6476 | - |
6.7056 | 779 | 0.7579 | - |
6.7143 | 780 | 0.6715 | - |
6.7229 | 781 | 0.6025 | - |
6.7316 | 782 | 0.6206 | - |
6.7403 | 783 | 0.6893 | - |
6.7489 | 784 | 0.5916 | - |
6.7576 | 785 | 0.717 | - |
6.7662 | 786 | 0.6101 | - |
6.7749 | 787 | 0.5884 | - |
6.7835 | 788 | 0.7054 | - |
6.7922 | 789 | 0.6587 | - |
6.8009 | 790 | 0.5947 | - |
6.8095 | 791 | 0.6416 | - |
6.8182 | 792 | 0.5368 | - |
6.8268 | 793 | 0.5588 | - |
6.8355 | 794 | 0.6974 | - |
6.8442 | 795 | 0.6955 | - |
6.8528 | 796 | 0.7736 | - |
6.8615 | 797 | 0.5564 | - |
6.8701 | 798 | 0.4599 | - |
6.8788 | 799 | 0.6359 | - |
6.8874 | 800 | 0.6195 | - |
6.8961 | 801 | 0.4311 | - |
6.9048 | 802 | 0.5357 | - |
6.9134 | 803 | 0.4687 | - |
6.9221 | 804 | 0.4288 | - |
6.9307 | 805 | 0.5492 | - |
6.9394 | 806 | 0.5453 | - |
6.9481 | 807 | 0.5603 | - |
6.9567 | 808 | 0.5857 | - |
6.9654 | 809 | 0.6505 | - |
6.9740 | 810 | 0.4738 | - |
6.9827 | 811 | 0.7274 | - |
6.9913 | 812 | 0.7269 | - |
7.0 | 813 | 0.6318 | 0.6293 |
7.0022 | 814 | 0.0983 | - |
7.0108 | 815 | 0.6407 | - |
7.0195 | 816 | 0.4545 | - |
7.0281 | 817 | 0.7121 | - |
7.0368 | 818 | 0.4351 | - |
7.0455 | 819 | 0.6021 | - |
7.0541 | 820 | 0.5677 | - |
7.0628 | 821 | 0.5445 | - |
7.0714 | 822 | 0.5247 | - |
7.0801 | 823 | 0.4017 | - |
7.0887 | 824 | 0.4098 | - |
7.0974 | 825 | 0.4005 | - |
7.1061 | 826 | 0.5428 | - |
7.1147 | 827 | 0.5613 | - |
7.1234 | 828 | 0.4132 | - |
7.1320 | 829 | 0.5858 | - |
7.1407 | 830 | 0.5571 | - |
7.1494 | 831 | 0.5287 | - |
7.1580 | 832 | 0.7629 | - |
7.1667 | 833 | 0.6322 | - |
7.1753 | 834 | 0.5338 | - |
7.1840 | 835 | 0.6758 | - |
7.1926 | 836 | 0.7603 | - |
7.2013 | 837 | 0.5811 | - |
7.2100 | 838 | 0.5119 | - |
7.2186 | 839 | 0.5412 | - |
7.2273 | 840 | 0.4669 | - |
7.2359 | 841 | 0.4461 | - |
7.2446 | 842 | 0.6679 | - |
7.2532 | 843 | 0.5277 | - |
7.2619 | 844 | 0.6006 | - |
7.2706 | 845 | 0.4849 | - |
7.2792 | 846 | 0.4925 | - |
7.2879 | 847 | 0.5888 | - |
7.2965 | 848 | 0.6009 | - |
7.3052 | 849 | 0.6375 | - |
7.3139 | 850 | 0.6796 | - |
7.3225 | 851 | 0.5023 | - |
7.3312 | 852 | 0.6202 | - |
7.3398 | 853 | 0.58 | - |
7.3485 | 854 | 0.4876 | - |
7.3571 | 855 | 0.5672 | - |
7.3658 | 856 | 0.5225 | - |
7.3745 | 857 | 0.698 | - |
7.3831 | 858 | 0.4055 | - |
7.3918 | 859 | 0.6324 | - |
7.4004 | 860 | 0.5692 | - |
7.4091 | 861 | 0.5462 | - |
7.4177 | 862 | 0.483 | - |
7.4264 | 863 | 0.5553 | - |
7.4351 | 864 | 0.4885 | - |
7.4437 | 865 | 0.6311 | - |
7.4524 | 866 | 0.5495 | - |
7.4610 | 867 | 0.6613 | - |
7.4697 | 868 | 0.44 | - |
7.4784 | 869 | 0.5102 | - |
7.4870 | 870 | 0.5201 | - |
7.4957 | 871 | 0.6684 | - |
7.5043 | 872 | 0.5732 | - |
7.5130 | 873 | 0.5883 | - |
7.5216 | 874 | 0.5398 | - |
7.5303 | 875 | 0.5602 | - |
7.5390 | 876 | 0.6165 | - |
7.5476 | 877 | 0.4063 | - |
7.5563 | 878 | 0.6351 | - |
7.5649 | 879 | 0.8457 | - |
7.5736 | 880 | 0.6689 | - |
7.5823 | 881 | 0.4791 | - |
7.5909 | 882 | 0.5289 | - |
7.5996 | 883 | 0.5485 | - |
7.6082 | 884 | 0.5154 | - |
7.6169 | 885 | 0.4114 | - |
7.6255 | 886 | 0.5339 | - |
7.6342 | 887 | 0.5826 | - |
7.6429 | 888 | 0.6928 | - |
7.6515 | 889 | 0.543 | - |
7.6602 | 890 | 0.4256 | - |
7.6688 | 891 | 0.5765 | - |
7.6775 | 892 | 0.6505 | - |
7.6861 | 893 | 0.5292 | - |
7.6948 | 894 | 0.6221 | - |
7.7035 | 895 | 0.6638 | - |
7.7121 | 896 | 0.6424 | - |
7.7208 | 897 | 0.5982 | - |
7.7294 | 898 | 0.6437 | - |
7.7381 | 899 | 0.5482 | - |
7.7468 | 900 | 0.5771 | - |
7.7554 | 901 | 0.6898 | - |
7.7641 | 902 | 0.5833 | - |
7.7727 | 903 | 0.6378 | - |
7.7814 | 904 | 0.6401 | - |
7.7900 | 905 | 0.615 | - |
7.7987 | 906 | 0.5983 | - |
7.8074 | 907 | 0.5896 | - |
7.8160 | 908 | 0.5269 | - |
7.8247 | 909 | 0.447 | - |
7.8333 | 910 | 0.6665 | - |
7.8420 | 911 | 0.6503 | - |
7.8506 | 912 | 0.6347 | - |
7.8593 | 913 | 0.6881 | - |
7.8680 | 914 | 0.4407 | - |
7.8766 | 915 | 0.5821 | - |
7.8853 | 916 | 0.5704 | - |
7.8939 | 917 | 0.4842 | - |
7.9026 | 918 | 0.4671 | - |
7.9113 | 919 | 0.4481 | - |
7.9199 | 920 | 0.4829 | - |
7.9286 | 921 | 0.5183 | - |
7.9372 | 922 | 0.4537 | - |
7.9459 | 923 | 0.5201 | - |
7.9545 | 924 | 0.556 | - |
7.9632 | 925 | 0.5351 | - |
7.9719 | 926 | 0.5008 | - |
7.9805 | 927 | 0.6858 | - |
7.9892 | 928 | 0.6888 | - |
7.9978 | 929 | 0.6955 | - |
8.0065 | 930 | 0.1073 | 0.6292 |
8.0087 | 931 | 0.459 | - |
8.0173 | 932 | 0.4821 | - |
8.0260 | 933 | 0.6738 | - |
8.0346 | 934 | 0.4588 | - |
8.0433 | 935 | 0.4568 | - |
8.0519 | 936 | 0.634 | - |
8.0606 | 937 | 0.5481 | - |
8.0693 | 938 | 0.4858 | - |
8.0779 | 939 | 0.3867 | - |
8.0866 | 940 | 0.4213 | - |
8.0952 | 941 | 0.3434 | - |
8.1039 | 942 | 0.4755 | - |
8.1126 | 943 | 0.5185 | - |
8.1212 | 944 | 0.5014 | - |
8.1299 | 945 | 0.5092 | - |
8.1385 | 946 | 0.4955 | - |
8.1472 | 947 | 0.5054 | - |
8.1558 | 948 | 0.6603 | - |
8.1645 | 949 | 0.6714 | - |
8.1732 | 950 | 0.5043 | - |
8.1818 | 951 | 0.6951 | - |
8.1905 | 952 | 0.7849 | - |
8.1991 | 953 | 0.5115 | - |
8.2078 | 954 | 0.5511 | - |
8.2165 | 955 | 0.5565 | - |
8.2251 | 956 | 0.4899 | - |
8.2338 | 957 | 0.4052 | - |
8.2424 | 958 | 0.5863 | - |
8.2511 | 959 | 0.586 | - |
8.2597 | 960 | 0.5092 | - |
8.2684 | 961 | 0.4371 | - |
8.2771 | 962 | 0.5303 | - |
8.2857 | 963 | 0.5991 | - |
8.2944 | 964 | 0.5569 | - |
8.3030 | 965 | 0.6273 | - |
8.3117 | 966 | 0.5022 | - |
8.3203 | 967 | 0.653 | - |
8.3290 | 968 | 0.5024 | - |
8.3377 | 969 | 0.5064 | - |
8.3463 | 970 | 0.4567 | - |
8.3550 | 971 | 0.538 | - |
8.3636 | 972 | 0.4893 | - |
8.3723 | 973 | 0.6168 | - |
8.3810 | 974 | 0.522 | - |
8.3896 | 975 | 0.522 | - |
8.3983 | 976 | 0.4981 | - |
8.4069 | 977 | 0.5324 | - |
8.4156 | 978 | 0.4522 | - |
8.4242 | 979 | 0.552 | - |
8.4329 | 980 | 0.4966 | - |
8.4416 | 981 | 0.516 | - |
8.4502 | 982 | 0.5343 | - |
8.4589 | 983 | 0.6777 | - |
8.4675 | 984 | 0.3902 | - |
8.4762 | 985 | 0.5105 | - |
8.4848 | 986 | 0.463 | - |
8.4935 | 987 | 0.6081 | - |
8.5022 | 988 | 0.6163 | - |
8.5108 | 989 | 0.5533 | - |
8.5195 | 990 | 0.5574 | - |
8.5281 | 991 | 0.5217 | - |
8.5368 | 992 | 0.5708 | - |
8.5455 | 993 | 0.4024 | - |
8.5541 | 994 | 0.5615 | - |
8.5628 | 995 | 0.7756 | - |
8.5714 | 996 | 0.6749 | - |
8.5801 | 997 | 0.4135 | - |
8.5887 | 998 | 0.6127 | - |
8.5974 | 999 | 0.4817 | - |
8.6061 | 1000 | 0.5392 | - |
8.6147 | 1001 | 0.321 | - |
8.6234 | 1002 | 0.57 | - |
8.6320 | 1003 | 0.5023 | - |
8.6407 | 1004 | 0.6535 | - |
8.6494 | 1005 | 0.5281 | - |
8.6580 | 1006 | 0.5025 | - |
8.6667 | 1007 | 0.5202 | - |
8.6753 | 1008 | 0.5838 | - |
8.6840 | 1009 | 0.5453 | - |
8.6926 | 1010 | 0.5606 | - |
8.7013 | 1011 | 0.6472 | - |
8.7100 | 1012 | 0.6058 | - |
8.7186 | 1013 | 0.5865 | - |
8.7273 | 1014 | 0.5955 | - |
8.7359 | 1015 | 0.5134 | - |
8.7446 | 1016 | 0.5904 | - |
8.7532 | 1017 | 0.6586 | - |
8.7619 | 1018 | 0.5498 | - |
8.7706 | 1019 | 0.6264 | - |
8.7792 | 1020 | 0.581 | - |
8.7879 | 1021 | 0.5949 | - |
8.7965 | 1022 | 0.5998 | - |
8.8052 | 1023 | 0.5603 | - |
8.8139 | 1024 | 0.5508 | - |
8.8225 | 1025 | 0.4429 | - |
8.8312 | 1026 | 0.5176 | - |
8.8398 | 1027 | 0.6844 | - |
8.8485 | 1028 | 0.7031 | - |
8.8571 | 1029 | 0.5948 | - |
8.8658 | 1030 | 0.4505 | - |
8.8745 | 1031 | 0.549 | - |
8.8831 | 1032 | 0.5811 | - |
8.8918 | 1033 | 0.434 | - |
8.9004 | 1034 | 0.4889 | - |
8.9091 | 1035 | 0.3921 | - |
8.9177 | 1036 | 0.5008 | - |
8.9264 | 1037 | 0.4313 | - |
8.9351 | 1038 | 0.4924 | - |
8.9437 | 1039 | 0.486 | - |
8.9524 | 1040 | 0.5341 | - |
8.9610 | 1041 | 0.4845 | - |
8.9697 | 1042 | 0.4565 | - |
8.9784 | 1043 | 0.6779 | - |
8.9870 | 1044 | 0.5206 | - |
8.9957 | 1045 | 0.7314 | - |
9.0043 | 1046 | 0.2946 | 0.6298 |
9.0065 | 1047 | 0.289 | - |
9.0152 | 1048 | 0.4586 | - |
9.0238 | 1049 | 0.6413 | - |
9.0325 | 1050 | 0.4596 | - |
9.0411 | 1051 | 0.4609 | - |
9.0498 | 1052 | 0.6113 | - |
9.0584 | 1053 | 0.4587 | - |
9.0671 | 1054 | 0.4515 | - |
9.0758 | 1055 | 0.4161 | - |
9.0844 | 1056 | 0.4189 | - |
9.0931 | 1057 | 0.3172 | - |
9.1017 | 1058 | 0.4089 | - |
9.1104 | 1059 | 0.5728 | - |
9.1190 | 1060 | 0.4266 | - |
9.1277 | 1061 | 0.4621 | - |
9.1364 | 1062 | 0.4807 | - |
9.1450 | 1063 | 0.4808 | - |
9.1537 | 1064 | 0.5715 | - |
9.1623 | 1065 | 0.758 | - |
9.1710 | 1066 | 0.5175 | - |
9.1797 | 1067 | 0.5794 | - |
9.1883 | 1068 | 0.673 | - |
9.1970 | 1069 | 0.6058 | - |
9.2056 | 1070 | 0.5409 | - |
9.2143 | 1071 | 0.4936 | - |
9.2229 | 1072 | 0.4294 | - |
9.2316 | 1073 | 0.4012 | - |
9.2403 | 1074 | 0.4824 | - |
9.2489 | 1075 | 0.5908 | - |
9.2576 | 1076 | 0.4818 | - |
9.2662 | 1077 | 0.4433 | - |
9.2749 | 1078 | 0.4945 | - |
9.2835 | 1079 | 0.5677 | - |
9.2922 | 1080 | 0.5777 | - |
9.3009 | 1081 | 0.6044 | - |
9.3095 | 1082 | 0.4712 | - |
9.3182 | 1083 | 0.7037 | - |
9.3268 | 1084 | 0.559 | - |
9.3355 | 1085 | 0.4611 | - |
9.3442 | 1086 | 0.4305 | - |
9.3528 | 1087 | 0.5776 | - |
9.3615 | 1088 | 0.4794 | - |
9.3701 | 1089 | 0.5638 | - |
9.3788 | 1090 | 0.5857 | - |
9.3874 | 1091 | 0.3689 | - |
9.3961 | 1092 | 0.5691 | - |
9.4048 | 1093 | 0.496 | - |
9.4134 | 1094 | 0.4509 | - |
9.4221 | 1095 | 0.4598 | - |
9.4307 | 1096 | 0.5445 | - |
9.4394 | 1097 | 0.4558 | - |
9.4481 | 1098 | 0.5178 | - |
9.4567 | 1099 | 0.5977 | - |
9.4654 | 1100 | 0.526 | - |
9.4740 | 1101 | 0.4749 | - |
9.4827 | 1102 | 0.381 | - |
9.4913 | 1103 | 0.5734 | - |
9.5 | 1104 | 0.7813 | - |
9.5087 | 1105 | 0.4797 | - |
9.5173 | 1106 | 0.5617 | - |
9.5260 | 1107 | 0.4549 | - |
9.5346 | 1108 | 0.5801 | - |
9.5433 | 1109 | 0.4825 | - |
9.5519 | 1110 | 0.4424 | - |
9.5606 | 1111 | 0.7043 | - |
9.5693 | 1112 | 0.6811 | - |
9.5779 | 1113 | 0.5363 | - |
9.5866 | 1114 | 0.4692 | - |
9.5952 | 1115 | 0.5349 | - |
9.6039 | 1116 | 0.5042 | - |
9.6126 | 1117 | 0.34 | - |
9.6212 | 1118 | 0.5156 | - |
9.6299 | 1119 | 0.4724 | - |
9.6385 | 1120 | 0.636 | - |
9.6472 | 1121 | 0.5524 | - |
9.6558 | 1122 | 0.4034 | - |
9.6645 | 1123 | 0.4437 | - |
9.6732 | 1124 | 0.662 | - |
9.6818 | 1125 | 0.5387 | - |
9.6905 | 1126 | 0.5011 | - |
9.6991 | 1127 | 0.6256 | - |
9.7078 | 1128 | 0.6056 | - |
9.7165 | 1129 | 0.6075 | - |
9.7251 | 1130 | 0.5471 | - |
9.7338 | 1131 | 0.5096 | - |
9.7424 | 1132 | 0.6089 | - |
9.7511 | 1133 | 0.553 | - |
9.7597 | 1134 | 0.6214 | - |
9.7684 | 1135 | 0.5443 | - |
9.7771 | 1136 | 0.5059 | - |
9.7857 | 1137 | 0.6793 | - |
9.7944 | 1138 | 0.5744 | - |
9.8030 | 1139 | 0.5362 | - |
9.8117 | 1140 | 0.4819 | - |
9.8203 | 1141 | 0.4453 | - |
9.8290 | 1142 | 0.4831 | - |
9.8377 | 1143 | 0.6973 | - |
9.8463 | 1144 | 0.6737 | - |
9.8550 | 1145 | 0.5713 | - |
9.8636 | 1146 | 0.5387 | - |
9.8723 | 1147 | 0.4288 | - |
9.8810 | 1148 | 0.687 | - |
9.8896 | 1149 | 0.4825 | - |
9.8983 | 1150 | 0.4387 | - |
9.9069 | 1151 | 0.4033 | - |
9.9156 | 1152 | 0.4953 | - |
9.9242 | 1153 | 0.3221 | - |
9.9329 | 1154 | 0.5014 | - |
9.9416 | 1155 | 0.5065 | - |
9.9502 | 1156 | 0.5212 | - |
9.9589 | 1157 | 0.4778 | - |
9.9675 | 1158 | 0.5255 | - |
9.9762 | 1159 | 0.5302 | - |
9.9848 | 1160 | 0.6001 | - |
9.9935 | 1161 | 0.6904 | - |
10.0022 | 1162 | 0.4039 | 0.6309 |
10.0043 | 1163 | 0.138 | - |
10.0130 | 1164 | 0.5488 | - |
10.0216 | 1165 | 0.5587 | - |
10.0303 | 1166 | 0.4804 | - |
10.0390 | 1167 | 0.3777 | - |
10.0476 | 1168 | 0.5298 | - |
10.0563 | 1169 | 0.6425 | - |
10.0649 | 1170 | 0.3939 | - |
10.0736 | 1171 | 0.4671 | - |
10.0823 | 1172 | 0.3776 | - |
10.0909 | 1173 | 0.3224 | - |
10.0996 | 1174 | 0.3612 | - |
10.1082 | 1175 | 0.575 | - |
10.1169 | 1176 | 0.4099 | - |
10.1255 | 1177 | 0.3792 | - |
10.1342 | 1178 | 0.4984 | - |
10.1429 | 1179 | 0.5173 | - |
10.1515 | 1180 | 0.4526 | - |
10.1602 | 1181 | 0.6919 | - |
10.1688 | 1182 | 0.5715 | - |
10.1775 | 1183 | 0.5702 | - |
10.1861 | 1184 | 0.6673 | - |
10.1948 | 1185 | 0.6418 | - |
10.2035 | 1186 | 0.4654 | - |
10.2121 | 1187 | 0.4517 | - |
10.2208 | 1188 | 0.4572 | - |
10.2294 | 1189 | 0.427 | - |
10.2381 | 1190 | 0.3994 | - |
10.2468 | 1191 | 0.655 | - |
10.2554 | 1192 | 0.4727 | - |
10.2641 | 1193 | 0.468 | - |
10.2727 | 1194 | 0.4653 | - |
10.2814 | 1195 | 0.4937 | - |
10.2900 | 1196 | 0.5283 | - |
10.2987 | 1197 | 0.5656 | - |
10.3074 | 1198 | 0.4985 | - |
10.3160 | 1199 | 0.6688 | - |
10.3247 | 1200 | 0.4718 | - |
10.3333 | 1201 | 0.5206 | - |
10.3420 | 1202 | 0.4352 | - |
10.3506 | 1203 | 0.4659 | - |
10.3593 | 1204 | 0.5051 | - |
10.3680 | 1205 | 0.5452 | - |
10.3766 | 1206 | 0.6176 | - |
10.3853 | 1207 | 0.3907 | - |
10.3939 | 1208 | 0.5783 | - |
10.4026 | 1209 | 0.5007 | - |
10.4113 | 1210 | 0.405 | - |
10.4199 | 1211 | 0.4203 | - |
10.4286 | 1212 | 0.5408 | - |
10.4372 | 1213 | 0.5051 | - |
10.4459 | 1214 | 0.4891 | - |
10.4545 | 1215 | 0.5678 | - |
10.4632 | 1216 | 0.5265 | - |
10.4719 | 1217 | 0.4385 | - |
10.4805 | 1218 | 0.4166 | - |
10.4892 | 1219 | 0.5181 | - |
10.4978 | 1220 | 0.704 | - |
10.5065 | 1221 | 0.4616 | - |
10.5152 | 1222 | 0.4756 | - |
10.5238 | 1223 | 0.4841 | - |
10.5325 | 1224 | 0.5584 | - |
10.5411 | 1225 | 0.5004 | - |
10.5498 | 1226 | 0.3817 | - |
10.5584 | 1227 | 0.6102 | - |
10.5671 | 1228 | 0.7687 | - |
10.5758 | 1229 | 0.5308 | - |
10.5844 | 1230 | 0.452 | - |
10.5931 | 1231 | 0.5039 | - |
10.6017 | 1232 | 0.6055 | - |
10.6104 | 1233 | 0.3844 | - |
10.6190 | 1234 | 0.4218 | - |
10.6277 | 1235 | 0.4416 | - |
10.6364 | 1236 | 0.5421 | - |
10.6450 | 1237 | 0.5322 | - |
10.6537 | 1238 | 0.4721 | - |
10.6623 | 1239 | 0.4056 | - |
10.6710 | 1240 | 0.6013 | - |
10.6797 | 1241 | 0.5255 | - |
10.6883 | 1242 | 0.4308 | - |
10.6970 | 1243 | 0.5676 | - |
10.7056 | 1244 | 0.6479 | - |
10.7143 | 1245 | 0.5906 | - |
10.7229 | 1246 | 0.532 | - |
10.7316 | 1247 | 0.5369 | - |
10.7403 | 1248 | 0.6101 | - |
10.7489 | 1249 | 0.5431 | - |
10.7576 | 1250 | 0.6082 | - |
10.7662 | 1251 | 0.5268 | - |
10.7749 | 1252 | 0.5575 | - |
10.7835 | 1253 | 0.6384 | - |
10.7922 | 1254 | 0.5748 | - |
10.8009 | 1255 | 0.5649 | - |
10.8095 | 1256 | 0.5138 | - |
10.8182 | 1257 | 0.462 | - |
10.8268 | 1258 | 0.4283 | - |
10.8355 | 1259 | 0.6663 | - |
10.8442 | 1260 | 0.6701 | - |
10.8528 | 1261 | 0.7241 | - |
10.8615 | 1262 | 0.531 | - |
10.8701 | 1263 | 0.419 | - |
10.8788 | 1264 | 0.5243 | - |
10.8874 | 1265 | 0.5435 | - |
10.8961 | 1266 | 0.3779 | - |
10.9048 | 1267 | 0.4786 | - |
10.9134 | 1268 | 0.4009 | - |
10.9221 | 1269 | 0.3688 | - |
10.9307 | 1270 | 0.4826 | - |
10.9394 | 1271 | 0.463 | - |
10.9481 | 1272 | 0.4702 | - |
10.9567 | 1273 | 0.4832 | - |
10.9654 | 1274 | 0.5406 | - |
10.9740 | 1275 | 0.3679 | - |
10.9827 | 1276 | 0.665 | - |
10.9913 | 1277 | 0.6234 | - |
11.0 | 1278 | 0.5647 | 0.6328 |
11.0022 | 1279 | 0.0752 | - |
11.0108 | 1280 | 0.5275 | - |
11.0195 | 1281 | 0.3868 | - |
11.0281 | 1282 | 0.6256 | - |
11.0368 | 1283 | 0.367 | - |
11.0455 | 1284 | 0.4882 | - |
11.0541 | 1285 | 0.5133 | - |
11.0628 | 1286 | 0.4792 | - |
11.0714 | 1287 | 0.4569 | - |
11.0801 | 1288 | 0.343 | - |
11.0887 | 1289 | 0.3211 | - |
11.0974 | 1290 | 0.3144 | - |
11.1061 | 1291 | 0.473 | - |
11.1147 | 1292 | 0.4542 | - |
11.1234 | 1293 | 0.3663 | - |
11.1320 | 1294 | 0.4938 | - |
11.1407 | 1295 | 0.4637 | - |
11.1494 | 1296 | 0.4742 | - |
11.1580 | 1297 | 0.6703 | - |
11.1667 | 1298 | 0.565 | - |
11.1753 | 1299 | 0.4693 | - |
11.1840 | 1300 | 0.611 | - |
11.1926 | 1301 | 0.6661 | - |
11.2013 | 1302 | 0.4809 | - |
11.2100 | 1303 | 0.4522 | - |
11.2186 | 1304 | 0.4558 | - |
11.2273 | 1305 | 0.3736 | - |
11.2359 | 1306 | 0.3751 | - |
11.2446 | 1307 | 0.6145 | - |
11.2532 | 1308 | 0.4541 | - |
11.2619 | 1309 | 0.5261 | - |
11.2706 | 1310 | 0.4238 | - |
11.2792 | 1311 | 0.4296 | - |
11.2879 | 1312 | 0.571 | - |
11.2965 | 1313 | 0.5237 | - |
11.3052 | 1314 | 0.5737 | - |
11.3139 | 1315 | 0.5907 | - |
11.3225 | 1316 | 0.4247 | - |
11.3312 | 1317 | 0.5088 | - |
11.3398 | 1318 | 0.4855 | - |
11.3485 | 1319 | 0.4466 | - |
11.3571 | 1320 | 0.5195 | - |
11.3658 | 1321 | 0.4342 | - |
11.3745 | 1322 | 0.5931 | - |
11.3831 | 1323 | 0.3858 | - |
11.3918 | 1324 | 0.574 | - |
11.4004 | 1325 | 0.4964 | - |
11.4091 | 1326 | 0.4535 | - |
11.4177 | 1327 | 0.3827 | - |
11.4264 | 1328 | 0.4909 | - |
11.4351 | 1329 | 0.4393 | - |
11.4437 | 1330 | 0.503 | - |
11.4524 | 1331 | 0.4652 | - |
11.4610 | 1332 | 0.5689 | - |
11.4697 | 1333 | 0.3687 | - |
11.4784 | 1334 | 0.4452 | - |
11.4870 | 1335 | 0.4505 | - |
11.4957 | 1336 | 0.6276 | - |
11.5043 | 1337 | 0.5335 | - |
11.5130 | 1338 | 0.516 | - |
11.5216 | 1339 | 0.4928 | - |
11.5303 | 1340 | 0.5267 | - |
11.5390 | 1341 | 0.5297 | - |
11.5476 | 1342 | 0.3845 | - |
11.5563 | 1343 | 0.5278 | - |
11.5649 | 1344 | 0.7476 | - |
11.5736 | 1345 | 0.6165 | - |
11.5823 | 1346 | 0.4645 | - |
11.5909 | 1347 | 0.474 | - |
11.5996 | 1348 | 0.5226 | - |
11.6082 | 1349 | 0.4623 | - |
11.6169 | 1350 | 0.358 | - |
11.6255 | 1351 | 0.4829 | - |
11.6342 | 1352 | 0.5048 | - |
11.6429 | 1353 | 0.6036 | - |
11.6515 | 1354 | 0.4636 | - |
11.6602 | 1355 | 0.395 | - |
11.6688 | 1356 | 0.4938 | - |
11.6775 | 1357 | 0.615 | - |
11.6861 | 1358 | 0.4713 | - |
11.6948 | 1359 | 0.5593 | - |
11.7035 | 1360 | 0.5867 | - |
11.7121 | 1361 | 0.5837 | - |
11.7208 | 1362 | 0.5604 | - |
11.7294 | 1363 | 0.5921 | - |
11.7381 | 1364 | 0.4883 | - |
11.7468 | 1365 | 0.5155 | - |
11.7554 | 1366 | 0.6476 | - |
11.7641 | 1367 | 0.5669 | - |
11.7727 | 1368 | 0.5497 | - |
11.7814 | 1369 | 0.5628 | - |
11.7900 | 1370 | 0.5638 | - |
11.7987 | 1371 | 0.5488 | - |
11.8074 | 1372 | 0.4876 | - |
11.8160 | 1373 | 0.4965 | - |
11.8247 | 1374 | 0.4073 | - |
11.8333 | 1375 | 0.5895 | - |
11.8420 | 1376 | 0.6314 | - |
11.8506 | 1377 | 0.5981 | - |
11.8593 | 1378 | 0.6069 | - |
11.8680 | 1379 | 0.3712 | - |
11.8766 | 1380 | 0.5786 | - |
11.8853 | 1381 | 0.5229 | - |
11.8939 | 1382 | 0.4629 | - |
11.9026 | 1383 | 0.3954 | - |
11.9113 | 1384 | 0.4073 | - |
11.9199 | 1385 | 0.4061 | - |
11.9286 | 1386 | 0.4772 | - |
11.9372 | 1387 | 0.442 | - |
11.9459 | 1388 | 0.4583 | - |
11.9545 | 1389 | 0.48 | - |
11.9632 | 1390 | 0.4688 | - |
11.9719 | 1391 | 0.4506 | - |
11.9805 | 1392 | 0.6412 | - |
11.9892 | 1393 | 0.6197 | - |
11.9978 | 1394 | 0.6069 | - |
12.0065 | 1395 | 0.0766 | 0.6308 |
12.0087 | 1396 | 0.4194 | - |
12.0173 | 1397 | 0.3977 | - |
12.0260 | 1398 | 0.575 | - |
12.0346 | 1399 | 0.3988 | - |
12.0433 | 1400 | 0.4292 | - |
12.0519 | 1401 | 0.5677 | - |
12.0606 | 1402 | 0.5057 | - |
12.0693 | 1403 | 0.447 | - |
12.0779 | 1404 | 0.3676 | - |
12.0866 | 1405 | 0.3618 | - |
12.0952 | 1406 | 0.3369 | - |
12.1039 | 1407 | 0.4366 | - |
12.1126 | 1408 | 0.4554 | - |
12.1212 | 1409 | 0.438 | - |
12.1299 | 1410 | 0.4623 | - |
12.1385 | 1411 | 0.4519 | - |
12.1472 | 1412 | 0.4792 | - |
12.1558 | 1413 | 0.6448 | - |
12.1645 | 1414 | 0.5919 | - |
12.1732 | 1415 | 0.4439 | - |
12.1818 | 1416 | 0.6254 | - |
12.1905 | 1417 | 0.6867 | - |
12.1991 | 1418 | 0.4858 | - |
12.2078 | 1419 | 0.5247 | - |
12.2165 | 1420 | 0.5206 | - |
12.2251 | 1421 | 0.3791 | - |
12.2338 | 1422 | 0.3486 | - |
12.2424 | 1423 | 0.5623 | - |
12.2511 | 1424 | 0.5472 | - |
12.2597 | 1425 | 0.501 | - |
12.2684 | 1426 | 0.3658 | - |
12.2771 | 1427 | 0.427 | - |
12.2857 | 1428 | 0.55 | - |
12.2944 | 1429 | 0.5389 | - |
12.3030 | 1430 | 0.601 | - |
12.3117 | 1431 | 0.4281 | - |
12.3203 | 1432 | 0.5827 | - |
12.3290 | 1433 | 0.4799 | - |
12.3377 | 1434 | 0.4664 | - |
12.3463 | 1435 | 0.4134 | - |
12.3550 | 1436 | 0.5237 | - |
12.3636 | 1437 | 0.4357 | - |
12.3723 | 1438 | 0.5842 | - |
12.3810 | 1439 | 0.4751 | - |
12.3896 | 1440 | 0.4842 | - |
12.3983 | 1441 | 0.4643 | - |
12.4069 | 1442 | 0.4726 | - |
12.4156 | 1443 | 0.3779 | - |
12.4242 | 1444 | 0.5046 | - |
12.4329 | 1445 | 0.4202 | - |
12.4416 | 1446 | 0.4742 | - |
12.4502 | 1447 | 0.5148 | - |
12.4589 | 1448 | 0.6015 | - |
12.4675 | 1449 | 0.3856 | - |
12.4762 | 1450 | 0.4316 | - |
12.4848 | 1451 | 0.4171 | - |
12.4935 | 1452 | 0.5762 | - |
12.5022 | 1453 | 0.6035 | - |
12.5108 | 1454 | 0.5113 | - |
12.5195 | 1455 | 0.5098 | - |
12.5281 | 1456 | 0.468 | - |
12.5368 | 1457 | 0.5314 | - |
12.5455 | 1458 | 0.3761 | - |
12.5541 | 1459 | 0.5039 | - |
12.5628 | 1460 | 0.7329 | - |
12.5714 | 1461 | 0.6484 | - |
12.5801 | 1462 | 0.3605 | - |
12.5887 | 1463 | 0.5505 | - |
12.5974 | 1464 | 0.4275 | - |
12.6061 | 1465 | 0.5235 | - |
12.6147 | 1466 | 0.2997 | - |
12.6234 | 1467 | 0.5186 | - |
12.6320 | 1468 | 0.434 | - |
12.6407 | 1469 | 0.6209 | - |
12.6494 | 1470 | 0.5143 | - |
12.6580 | 1471 | 0.4516 | - |
12.6667 | 1472 | 0.4884 | - |
12.6753 | 1473 | 0.5524 | - |
12.6840 | 1474 | 0.504 | - |
12.6926 | 1475 | 0.521 | - |
12.7013 | 1476 | 0.6132 | - |
12.7100 | 1477 | 0.5367 | - |
12.7186 | 1478 | 0.588 | - |
12.7273 | 1479 | 0.588 | - |
12.7359 | 1480 | 0.4314 | - |
12.7446 | 1481 | 0.5411 | - |
12.7532 | 1482 | 0.5413 | - |
12.7619 | 1483 | 0.5773 | - |
12.7706 | 1484 | 0.6148 | - |
12.7792 | 1485 | 0.5527 | - |
12.7879 | 1486 | 0.591 | - |
12.7965 | 1487 | 0.5036 | - |
12.8052 | 1488 | 0.5067 | - |
12.8139 | 1489 | 0.5065 | - |
12.8225 | 1490 | 0.3709 | - |
12.8312 | 1491 | 0.449 | - |
12.8398 | 1492 | 0.7186 | - |
12.8485 | 1493 | 0.6695 | - |
12.8571 | 1494 | 0.5495 | - |
12.8658 | 1495 | 0.4541 | - |
12.8745 | 1496 | 0.5049 | - |
12.8831 | 1497 | 0.5705 | - |
12.8918 | 1498 | 0.4004 | - |
12.9004 | 1499 | 0.4942 | - |
12.9091 | 1500 | 0.3692 | - |
12.9177 | 1501 | 0.4546 | - |
12.9264 | 1502 | 0.3945 | - |
12.9351 | 1503 | 0.4457 | - |
12.9437 | 1504 | 0.4465 | - |
12.9524 | 1505 | 0.4991 | - |
12.9610 | 1506 | 0.4168 | - |
12.9697 | 1507 | 0.4398 | - |
12.9784 | 1508 | 0.6129 | - |
12.9870 | 1509 | 0.5171 | - |
12.9957 | 1510 | 0.68 | - |
13.0043 | 1511 | 0.257 | 0.6320 |
13.0065 | 1512 | 0.2875 | - |
13.0152 | 1513 | 0.4426 | - |
13.0238 | 1514 | 0.5968 | - |
13.0325 | 1515 | 0.4575 | - |
13.0411 | 1516 | 0.4208 | - |
13.0498 | 1517 | 0.6111 | - |
13.0584 | 1518 | 0.4491 | - |
13.0671 | 1519 | 0.4238 | - |
13.0758 | 1520 | 0.3598 | - |
13.0844 | 1521 | 0.3611 | - |
13.0931 | 1522 | 0.3166 | - |
13.1017 | 1523 | 0.3495 | - |
13.1104 | 1524 | 0.504 | - |
13.1190 | 1525 | 0.3953 | - |
13.1277 | 1526 | 0.3837 | - |
13.1364 | 1527 | 0.4702 | - |
13.1450 | 1528 | 0.4842 | - |
13.1537 | 1529 | 0.5316 | - |
13.1623 | 1530 | 0.6843 | - |
13.1710 | 1531 | 0.4119 | - |
13.1797 | 1532 | 0.566 | - |
13.1883 | 1533 | 0.6289 | - |
13.1970 | 1534 | 0.5133 | - |
13.2056 | 1535 | 0.4918 | - |
13.2143 | 1536 | 0.4334 | - |
13.2229 | 1537 | 0.448 | - |
13.2316 | 1538 | 0.3901 | - |
13.2403 | 1539 | 0.4498 | - |
13.2489 | 1540 | 0.5765 | - |
13.2576 | 1541 | 0.4494 | - |
13.2662 | 1542 | 0.4161 | - |
13.2749 | 1543 | 0.4489 | - |
13.2835 | 1544 | 0.4961 | - |
13.2922 | 1545 | 0.566 | - |
13.3009 | 1546 | 0.5464 | - |
13.3095 | 1547 | 0.4544 | - |
13.3182 | 1548 | 0.6022 | - |
13.3268 | 1549 | 0.5352 | - |
13.3355 | 1550 | 0.4455 | - |
13.3442 | 1551 | 0.3528 | - |
13.3528 | 1552 | 0.5256 | - |
13.3615 | 1553 | 0.4336 | - |
13.3701 | 1554 | 0.5276 | - |
13.3788 | 1555 | 0.5581 | - |
13.3874 | 1556 | 0.3553 | - |
13.3961 | 1557 | 0.4821 | - |
13.4048 | 1558 | 0.4381 | - |
13.4134 | 1559 | 0.4295 | - |
13.4221 | 1560 | 0.4617 | - |
13.4307 | 1561 | 0.4944 | - |
13.4394 | 1562 | 0.4638 | - |
13.4481 | 1563 | 0.4674 | - |
13.4567 | 1564 | 0.5274 | - |
13.4654 | 1565 | 0.5064 | - |
13.4740 | 1566 | 0.418 | - |
13.4827 | 1567 | 0.3655 | - |
13.4913 | 1568 | 0.5358 | - |
13.5 | 1569 | 0.6803 | - |
13.5087 | 1570 | 0.4324 | - |
13.5173 | 1571 | 0.5466 | - |
13.5260 | 1572 | 0.4046 | - |
13.5346 | 1573 | 0.5154 | - |
13.5433 | 1574 | 0.4974 | - |
13.5519 | 1575 | 0.4288 | - |
13.5606 | 1576 | 0.6139 | - |
13.5693 | 1577 | 0.639 | - |
13.5779 | 1578 | 0.4972 | - |
13.5866 | 1579 | 0.4443 | - |
13.5952 | 1580 | 0.5152 | - |
13.6039 | 1581 | 0.5252 | - |
13.6126 | 1582 | 0.3276 | - |
13.6212 | 1583 | 0.4941 | - |
13.6299 | 1584 | 0.4694 | - |
13.6385 | 1585 | 0.5771 | - |
13.6472 | 1586 | 0.5345 | - |
13.6558 | 1587 | 0.393 | - |
13.6645 | 1588 | 0.4361 | - |
13.6732 | 1589 | 0.6306 | - |
13.6818 | 1590 | 0.4791 | - |
13.6905 | 1591 | 0.4615 | - |
13.6991 | 1592 | 0.5878 | - |
13.7078 | 1593 | 0.6018 | - |
13.7165 | 1594 | 0.6244 | - |
13.7251 | 1595 | 0.4856 | - |
13.7338 | 1596 | 0.5106 | - |
13.7424 | 1597 | 0.6139 | - |
13.7511 | 1598 | 0.5438 | - |
13.7597 | 1599 | 0.6439 | - |
13.7684 | 1600 | 0.5334 | - |
13.7771 | 1601 | 0.4414 | - |
13.7857 | 1602 | 0.6284 | - |
13.7944 | 1603 | 0.5911 | - |
13.8030 | 1604 | 0.5587 | - |
13.8117 | 1605 | 0.443 | - |
13.8203 | 1606 | 0.4535 | - |
13.8290 | 1607 | 0.4474 | - |
13.8377 | 1608 | 0.6536 | - |
13.8463 | 1609 | 0.6585 | - |
13.8550 | 1610 | 0.5697 | - |
13.8636 | 1611 | 0.4965 | - |
13.8723 | 1612 | 0.3808 | - |
13.8810 | 1613 | 0.6171 | - |
13.8896 | 1614 | 0.4141 | - |
13.8983 | 1615 | 0.3974 | - |
13.9069 | 1616 | 0.4146 | - |
13.9156 | 1617 | 0.4761 | - |
13.9242 | 1618 | 0.3364 | - |
13.9329 | 1619 | 0.4532 | - |
13.9416 | 1620 | 0.4791 | - |
13.9502 | 1621 | 0.506 | - |
13.9589 | 1622 | 0.441 | - |
13.9675 | 1623 | 0.5164 | - |
13.9762 | 1624 | 0.4755 | - |
13.9848 | 1625 | 0.5755 | - |
13.9935 | 1626 | 0.5869 | - |
14.0022 | 1627 | 0.3876 | 0.6315 |
14.0043 | 1628 | 0.1324 | - |
14.0130 | 1629 | 0.4829 | - |
14.0216 | 1630 | 0.5558 | - |
14.0303 | 1631 | 0.458 | - |
14.0390 | 1632 | 0.3926 | - |
14.0476 | 1633 | 0.5138 | - |
14.0563 | 1634 | 0.6099 | - |
14.0649 | 1635 | 0.3593 | - |
14.0736 | 1636 | 0.4445 | - |
14.0823 | 1637 | 0.349 | - |
14.0909 | 1638 | 0.3149 | - |
14.0996 | 1639 | 0.3561 | - |
14.1082 | 1640 | 0.5296 | - |
14.1169 | 1641 | 0.4211 | - |
14.1255 | 1642 | 0.4022 | - |
14.1342 | 1643 | 0.5006 | - |
14.1429 | 1644 | 0.5073 | - |
14.1515 | 1645 | 0.451 | - |
14.1602 | 1646 | 0.6265 | - |
14.1688 | 1647 | 0.5661 | - |
14.1775 | 1648 | 0.5828 | - |
14.1861 | 1649 | 0.6311 | - |
14.1948 | 1650 | 0.6223 | - |
14.2035 | 1651 | 0.4654 | - |
14.2121 | 1652 | 0.4027 | - |
14.2208 | 1653 | 0.4681 | - |
14.2294 | 1654 | 0.405 | - |
14.2381 | 1655 | 0.3793 | - |
14.2468 | 1656 | 0.5966 | - |
14.2554 | 1657 | 0.4515 | - |
14.2641 | 1658 | 0.4629 | - |
14.2727 | 1659 | 0.4519 | - |
14.2814 | 1660 | 0.4831 | - |
14.2900 | 1661 | 0.4968 | - |
14.2987 | 1662 | 0.5746 | - |
14.3074 | 1663 | 0.5295 | - |
14.3160 | 1664 | 0.6171 | - |
14.3247 | 1665 | 0.4421 | - |
14.3333 | 1666 | 0.4878 | - |
14.3420 | 1667 | 0.3967 | - |
14.3506 | 1668 | 0.4288 | - |
14.3593 | 1669 | 0.4503 | - |
14.3680 | 1670 | 0.4961 | - |
14.3766 | 1671 | 0.5604 | - |
14.3853 | 1672 | 0.3602 | - |
14.3939 | 1673 | 0.5758 | - |
14.4026 | 1674 | 0.4466 | - |
14.4113 | 1675 | 0.3795 | - |
14.4199 | 1676 | 0.4125 | - |
14.4286 | 1677 | 0.4842 | - |
14.4372 | 1678 | 0.4994 | - |
14.4459 | 1679 | 0.4349 | - |
14.4545 | 1680 | 0.5829 | - |
14.4632 | 1681 | 0.4991 | - |
14.4719 | 1682 | 0.436 | - |
14.4805 | 1683 | 0.3637 | - |
14.4892 | 1684 | 0.4688 | - |
14.4978 | 1685 | 0.6854 | - |
14.5065 | 1686 | 0.4746 | - |
14.5152 | 1687 | 0.4519 | - |
14.5238 | 1688 | 0.4684 | - |
14.5325 | 1689 | 0.5273 | - |
14.5411 | 1690 | 0.5172 | - |
14.5498 | 1691 | 0.3482 | - |
14.5584 | 1692 | 0.5758 | - |
14.5671 | 1693 | 0.7693 | - |
14.5758 | 1694 | 0.4892 | - |
14.5844 | 1695 | 0.4738 | - |
14.5931 | 1696 | 0.5148 | - |
14.6017 | 1697 | 0.564 | - |
14.6104 | 1698 | 0.3945 | - |
14.6190 | 1699 | 0.4066 | - |
14.6277 | 1700 | 0.4445 | - |
14.6364 | 1701 | 0.569 | - |
14.6450 | 1702 | 0.4889 | - |
14.6537 | 1703 | 0.4877 | - |
14.6623 | 1704 | 0.383 | - |
14.6710 | 1705 | 0.5956 | - |
14.6797 | 1706 | 0.5391 | - |
14.6883 | 1707 | 0.4022 | - |
14.6970 | 1708 | 0.5472 | - |
14.7056 | 1709 | 0.6352 | - |
14.7143 | 1710 | 0.5842 | - |
14.7229 | 1711 | 0.4791 | - |
14.7316 | 1712 | 0.5339 | - |
14.7403 | 1713 | 0.6199 | - |
14.7489 | 1714 | 0.5332 | - |
14.7576 | 1715 | 0.5798 | - |
14.7662 | 1716 | 0.5493 | - |
14.7749 | 1717 | 0.5171 | - |
14.7835 | 1718 | 0.5666 | - |
14.7922 | 1719 | 0.527 | - |
14.8009 | 1720 | 0.5072 | - |
14.8095 | 1721 | 0.4886 | - |
14.8182 | 1722 | 0.4516 | - |
14.8268 | 1723 | 0.4257 | - |
14.8355 | 1724 | 0.6247 | - |
14.8442 | 1725 | 0.6085 | 0.6313 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.2.1
- Transformers: 4.45.2
- PyTorch: 2.2.1+cu121
- Accelerate: 1.0.1
- Datasets: 3.0.1
- Tokenizers: 0.20.1
Citation
BibTeX
Sentence Transformers
@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",
}
MultipleNegativesRankingLoss
@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}
}
ObliQA: Obligation-based Question-Answering Dataset for Regulatory Compliance
@misc{gokhan2024regnlpactionfacilitatingcompliance,
title={RegNLP in Action: Facilitating Compliance Through Automated Information Retrieval and Answer Generation},
author={Tuba Gokhan and Kexin Wang and Iryna Gurevych and Ted Briscoe},
year={2024},
eprint={2409.05677},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2409.05677},
}
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Base model
BAAI/bge-small-en-v1.5Evaluation results
- Dot Score Accuracy@10 on qa evalself-reported0.890
- Dot Score Precision@10 on qa evalself-reported0.098
- Dot Score Recall@10 on qa evalself-reported0.814
- Dot Score Ndcg@10 on qa evalself-reported0.692
- Dot Score Mrr@10 on qa evalself-reported0.694
- Dot Score Map@10 on qa evalself-reported0.631