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--- |
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license: apache-2.0 |
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tags: |
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- generated_from_trainer |
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- summarization |
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base_model: facebook/bart-base |
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model-index: |
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- name: bart-base-xsum |
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results: |
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- task: |
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type: summarization |
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name: Summarization |
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dataset: |
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name: xsum |
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type: xsum |
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config: default |
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split: test |
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metrics: |
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- type: rouge |
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value: 38.6513 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmIyOTlhYjQ1NTgyMDZiMThjN2NhOTU2N2JiOWRlNmYzMzIyYzQ5NmY1NjdmZWM1ZTBmNDkwYWNlNGJmMjI5ZiIsInZlcnNpb24iOjF9.JW9NwjJOl1i41VQNH12NhOrOgRTTKwm4dirFYxUKDw-QQ9qbNkGe1iut9MAsiS3RVfxzrEM9r_e-craaN06KBA |
|
- type: rouge |
|
value: 17.7585 |
|
name: ROUGE-2 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzcwMTZhODVjMDI4NjBiMDI1ZDNiZjlhZjc2Nzk3ZmQxNmZhYzlkNDUwMWE2NDNlOGE0Y2I4YzdlZWFlYmY1YSIsInZlcnNpb24iOjF9.GAt22--gTCqKOOeUMGtbtkcsjlS6rONCxiU9YXbPz78lwpdmXsLf1d-bo4JNmMLSd8v8n9UMzGPtUYpSKTiDCQ |
|
- type: rouge |
|
value: 32.2033 |
|
name: ROUGE-L |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGJlOWVhY2M4YjNhZmQzMjRhZDk0NGMyN2U3MDI2ZDYxY2I4ZDA5M2RjZjg5MmFlZTgwYTdjNDM0ZjUxN2NmZiIsInZlcnNpb24iOjF9.FZSlI-y-wBrX6SrPjpLAC28oJSCWrRLnFtWnsFQfDZJVOuFFkI4_-R-XSFBrWuC3EzgM2WnuSCmRfzZn3iHWBw |
|
- type: rouge |
|
value: 32.2064 |
|
name: ROUGE-LSUM |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGFlMWIzZmI4OTRjMDZlOTk2MGNlNTQzZDA1MWZkNjhiYWM2ZTFjZGQ0MDYwNGQ0ZjA3Yzk5OTU5ODEwNmFiNCIsInZlcnNpb24iOjF9.K6Ww1AvjfhEAh2msrBhO9SK2TL9szwTJ04S1F_ejLolrHM_YgoeTx38dlAnibKSHKyYEM2DlJt0qmS7nBKKRCA |
|
- type: loss |
|
value: 1.822434902191162 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDAyMjBlZTI1MTI4YjRjZmY0ZjliNmNkYTJmY2ZkMjViZGM4MGE1Y2E2MjM0NTNlNDM3MTk1ZGQ0ZWNiZGI3MSIsInZlcnNpb24iOjF9.tA38SX6sMrSATaKdnZbSLxYKDqKIiKseq7yT37gg-6WaU62qw72ij3BZmF-UJWWYCFdNSa-F5FAYkzwL5peGBw |
|
- type: gen_len |
|
value: 19.7028 |
|
name: gen_len |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzU1Njc2YmYxZGM4NjA3ZTMxZmY2YjBmNjhiZmE5YzA5Y2U2NDNjZDM0MWNjZjAwYjYxZWVmNDZjMDc5MGM2YyIsInZlcnNpb24iOjF9.j7cYnDB8LQ_stl35EaHKKJhqavj9mHVroOkzuk88rV8eRWhpksKg-n1FfbXERhxKIUBrQIWszyMUlEvAV5beBQ |
|
- task: |
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type: summarization |
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name: Summarization |
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dataset: |
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name: xsum |
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type: xsum |
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config: default |
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split: validation |
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metrics: |
|
- type: rouge |
|
value: 38.7415 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjdhZTc4MGUyODM3ZDBjNmVhODRlNDMzNWJmYmNlM2NmZTEwNzc3ZDYwYjllMzc4ZWE4N2FlNWQwNDhjNGZlMiIsInZlcnNpb24iOjF9.a3dZeqsFupDVZOoSrw3FRC7ysZ04930QQKNLLyJkmoSbh6p9J1IVa5Xih3RTmQbYAN2XczTSbpQS7RqpOGE3Dg |
|
- type: rouge |
|
value: 17.8295 |
|
name: ROUGE-2 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTRmN2ZjMDM3NDgwYzVlODcwNmYwZjVlODcxMGE4ZDU5MDQ2ZDdjMjEzZWE2NmNiYzRiZGZmMzkzN2EzZThlYSIsInZlcnNpb24iOjF9.3E8u6Ia8_ri_qcNjshPFEPEyED3cK1dNJr027fdjn0_DjY7PDsnP6pmeNv4YJJSTWTX_itiX69zcdWK5m4WPCQ |
|
- type: rouge |
|
value: 32.2861 |
|
name: ROUGE-L |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzllOGNkYWI4MTdiZDc4MjgxZGUzNWZlYzkyNjlhNTQ3Y2JlMmE0NGZiNGRlMGMxNDkxZWViNjk2OTFmNmJiYyIsInZlcnNpb24iOjF9.cqrqGe65cej66-c3JjQebMx3kiM1nGOVMpN0ZbqnCRFoMdqqCIVG3ZjP-LJY3MptXRqk_sWY_O5kMximu5sgCg |
|
- type: rouge |
|
value: 32.2763 |
|
name: ROUGE-LSUM |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGNkZWQzMzcwY2YyYjE3OWM1ZmJiMTExYmViNTU2NjExZDdmMTQ4OGZkOGZiYjk1OWQ0YTY5YjU5NTI0YjQwNiIsInZlcnNpb24iOjF9.pLFILxKJ33wPSDByZz-IQv_ujRzypMeblgc3C7_3eO5egte0_hTnjl4u-m8KLGYy7mfVXFHZPpvihwlShrARDg |
|
- type: loss |
|
value: 1.8132821321487427 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmRhM2UxMWRhNjk0NmIxODQyNjEyNmEwMzYyYTc3NGZlN2RlNWYyZjE1M2NlNDQyOTM1ZGU2MDQ1OWY1OTYyYyIsInZlcnNpb24iOjF9.ZTCMjc6AwjXjO7mHiVPCSyYX1eAPX5IDbWSckWIQpH7O9qk8Sm4WXST-q26Mtf4WOkn2u26Lf171ATBH5GyCCg |
|
- type: gen_len |
|
value: 19.7116 |
|
name: gen_len |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2JjMzcxZTI0MDQ4ZDk3YTVhYTZjYmRiYmM5MWUwNDM0MjFkOWZiYTNlMWQ1NzA3MDMyNTI5MjY4OGY5ZGYwYiIsInZlcnNpb24iOjF9.JJ41buqEz-r4GSHAAB31_gofuzjEm0fgui9ovJJbJZLTcooGHAbYMBuDAZM8ojwFEu6S2VTR0fJE60OCs278Cg |
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- task: |
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type: summarization |
|
name: Summarization |
|
dataset: |
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name: cnn_dailymail |
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type: cnn_dailymail |
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config: 3.0.0 |
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split: test |
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metrics: |
|
- type: rouge |
|
value: 14.9833 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzkzZGVlOGU3NTViZGI4NGRmYTU3MTY1NGYwZjQzODFlODU0YzI2NjBjM2UwMjNlNzUyM2VjZDdjYmYwYjU5MiIsInZlcnNpb24iOjF9.TJxd_x-OeEeb-8wz5Ixiopppw9UbqZuT8cxNZEdUJ_KvUI0IQ1M9t9wh2m877rWkxEStwXrFAOhMK08uY657Aw |
|
- type: rouge |
|
value: 3.2788 |
|
name: ROUGE-2 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDY2NWYyM2ExMjUwODZmOTk2YTk1ZTY4NDFmNDFiNzQ1MTA2YTViZTk4ODIzYzIzMDlkOGE3YjMzOWY0OWZkYSIsInZlcnNpb24iOjF9.wfmE28jxVxpqrpamHdP5-WeKm_LD5NrVeZ1yRjwXo53inVeoUapTQzefMAEmQaTUveL-MLC5rWoQJjiY7QbPBA |
|
- type: rouge |
|
value: 11.0507 |
|
name: ROUGE-L |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTlkZDdiZmY1NmExNWE5ZGIwNzYxMDQ1MmQ3YTFlZjIwZjRjYWRkZGQxYjU5MTdkMWQxOGQ2OGJjNjcxNDU2NyIsInZlcnNpb24iOjF9.xpjIB4PV9UxFzeXhxSxZXE8DPOSRVNlveqOeyzWbhEoQ53TZUpNF5f-E0hXBZhzQCxATwQpIvo52W9eZy8PkDg |
|
- type: rouge |
|
value: 13.3138 |
|
name: ROUGE-LSUM |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzY4YWIwMmZkY2VmM2JhNDc4OTIzMjFlYzJmZGZkY2QxMjJmMTc1Nzg4MWE2YmRlYTYxZDAwMWRkYmE1OTdlYyIsInZlcnNpb24iOjF9.6f6MhSzeXOD3JdKnqW2_3PxLkbUXTBlorNUSww9Xej8jKS8ojaD_Qz-Mi-sbkdslR67szexaC_JHC13K5SlUCQ |
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- type: loss |
|
value: 5.7526116371154785 |
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name: loss |
|
verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDdlODBhMDA5MGE5MjE0MTYyMGU5ZDFjZDYwZWRlYTc5YTY3MWZiYjRkMjc3MzU1YjlhNWVkMDQ0NTk4Mjg2YSIsInZlcnNpb24iOjF9.pNGicJhe2QvE8R_Mn-W1ZIq00ubP6Vc6_-p91DQJ7dHUWpskGTPwEB0wPp7i-XljMRtLW4oreHkihamIXS53Dw |
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- type: gen_len |
|
value: 18.3794 |
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name: gen_len |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDQ3YTY2NTFhYTAyMjIzNDhiOWIzYWNmMTliYzEzOTExODI0Zjg5MjQ0MmY3NTJjZDM2OWYwOWQ2YWI4ZmNlYSIsInZlcnNpb24iOjF9.Wx2na6P0y32x2Q2CGiL9G8-8jvNU8pRzlNQrapQniDT8PnXlCw_RlDFn1wpRtv9QZSDizZywp7TxHQ5mTe8wCw |
|
--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# bart-base-xsum |
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**Training:** The model has been trained using the script provided in the following repository https://github.com/MorenoLaQuatra/transformers-tasks-templates |
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This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co./facebook/bart-base) on [xsum](https://huggingface.co./datasets/xsum) dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.8051 |
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- R1: 0.5643 |
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- R2: 0.3017 |
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- Rl: 0.5427 |
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- Rlsum: 0.5427 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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|
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 32 |
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- eval_batch_size: 32 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- lr_scheduler_warmup_steps: 500 |
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- num_epochs: 10 |
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|
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | R1 | R2 | Rl | Rlsum | |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:------:| |
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| 0.8983 | 1.0 | 6377 | 0.8145 | 0.5443 | 0.2724 | 0.5212 | 0.5211 | |
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| 0.8211 | 2.0 | 12754 | 0.7940 | 0.5519 | 0.2831 | 0.5295 | 0.5295 | |
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| 0.7701 | 3.0 | 19131 | 0.7839 | 0.5569 | 0.2896 | 0.5347 | 0.5348 | |
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| 0.7046 | 4.0 | 25508 | 0.7792 | 0.5615 | 0.2956 | 0.5394 | 0.5393 | |
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| 0.6837 | 5.0 | 31885 | 0.7806 | 0.5631 | 0.2993 | 0.5416 | 0.5416 | |
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| 0.6412 | 6.0 | 38262 | 0.7816 | 0.5643 | 0.301 | 0.5427 | 0.5426 | |
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| 0.6113 | 7.0 | 44639 | 0.7881 | 0.5645 | 0.3017 | 0.5428 | 0.5428 | |
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| 0.5855 | 8.0 | 51016 | 0.7921 | 0.5651 | 0.303 | 0.5433 | 0.5432 | |
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| 0.5636 | 9.0 | 57393 | 0.7972 | 0.5649 | 0.3032 | 0.5433 | 0.5433 | |
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| 0.5482 | 10.0 | 63770 | 0.7996 | 0.565 | 0.3036 | 0.5436 | 0.5435 | |
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### Framework versions |
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|
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- Transformers 4.22.1 |
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- Pytorch 1.11.0+cu113 |
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- Datasets 2.0.0 |
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- Tokenizers 0.11.6 |
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