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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ library_name: transformers
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+ base_model:
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+ - openchat/openchat-3.5-0106
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+ datasets:
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+ - Yukang/LongAlpaca-12k
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+ model-index:
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+ - name: OpenChat-3.5-0106_32K-PoSE
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+ results:
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: IFEval (0-Shot)
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+ type: HuggingFaceH4/ifeval
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+ args:
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+ num_few_shot: 0
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+ metrics:
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+ - type: inst_level_strict_acc and prompt_level_strict_acc
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+ value: 39.69
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+ name: strict accuracy
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: BBH (3-Shot)
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+ type: BBH
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+ args:
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+ num_few_shot: 3
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+ metrics:
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+ - type: acc_norm
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+ value: 8.83
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+ name: normalized accuracy
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: MATH Lvl 5 (4-Shot)
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+ type: hendrycks/competition_math
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+ args:
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+ num_few_shot: 4
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+ metrics:
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+ - type: exact_match
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+ value: 1.44
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+ name: exact match
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: GPQA (0-shot)
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+ type: Idavidrein/gpqa
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+ args:
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+ num_few_shot: 0
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+ metrics:
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+ - type: acc_norm
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+ value: 3.47
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+ name: acc_norm
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: MuSR (0-shot)
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+ type: TAUR-Lab/MuSR
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+ args:
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+ num_few_shot: 0
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+ metrics:
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+ - type: acc_norm
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+ value: 11.33
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+ name: acc_norm
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: MMLU-PRO (5-shot)
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+ type: TIGER-Lab/MMLU-Pro
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+ config: main
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+ split: test
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+ args:
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+ num_few_shot: 5
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+ metrics:
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+ - type: acc
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+ value: 11.46
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+ name: accuracy
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+ source:
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+ url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Pretergeek/OpenChat-3.5-0106_32K-PoSE
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+ name: Open LLM Leaderboard
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+ ---
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+ <p align="center">
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+ <a href="https://ko-fi.com/pretergeek">Buy me a Ko-Fi</a> •
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+ <a href="https://patreon.com/Pretergeek">Support my work using Patreon</a>
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+ </p>
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+
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+ # OpenChat-3.5-0106_32K-PoSE
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+
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+ ## Description
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+
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+ This model is [Openchat-3.5-0106](https://huggingface.co/openchat/openchat-3.5-0106) with the context length extended from 8192 tokens to 32768 tokens using [PoSE](https://huggingface.co/papers/2309.10400).
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+
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+ The model was fine-tuned using [Rank-Stabilized LoRA](https://huggingface.co/blog/damjan-k/rslora) and the [LongAlpaca-12K](Yukang/LongAlpaca-12k) dataset. I hope to continue extending the context in future versions and then apply the same methods to my [upscaled versions of OpenChat-3.5](https://huggingface.co/collections/Pretergeek/openchat-35-0106-with-additional-layers-66a8d3262c7c3ebdd7783a29) that were created using Block Expansion instead of Depth UP Scaling.
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+
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+ After fine-tuning, the model was tested using passkey retrieval and achieved a score of 100%. Below you can also find the results of the Open LLM Leaderboard evaluations and I am a bit disappointed with those. The model ended up with a significant reduction in performance compared to the original model in all but one test (MUSR). I expected it to do better than the original model on MUSR since that test benefits from long context understanding but I didn't expect such a negative impact on the other tasks. Anyway, I will be addressing this on a future version. I used the LongAlpaca-12K dataset because it is small and I have limited computational resources but I might have to try a larger dataset for the next attempt. If you would like to help me, there are links on the top of the model card for my Patreon and Ko-Fi.
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+
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+ # [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
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+ Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Pretergeek__OpenChat-3.5-0106_32K-PoSE)
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+
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+ | Metric |Value|
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+ |-------------------|----:|
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+ |Avg. |12.70|
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+ |IFEval (0-Shot) |39.69|
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+ |BBH (3-Shot) | 8.83|
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+ |MATH Lvl 5 (4-Shot)| 1.44|
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+ |GPQA (0-shot) | 3.47|
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+ |MuSR (0-shot) |11.33|
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+ |MMLU-PRO (5-shot) |11.46|
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+
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+ # Citation
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+ ```
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+ @misc{zhu2024poseefficientcontextwindow,
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+ title={PoSE: Efficient Context Window Extension of LLMs via Positional Skip-wise Training},
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+ author={Dawei Zhu and Nan Yang and Liang Wang and Yifan Song and Wenhao Wu and Furu Wei and Sujian Li},
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+ year={2024},
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+ eprint={2309.10400},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2309.10400},
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+ }
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+ ```
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