Team Ai
Modelpublic

JackFram/llama-68m

sourceHugging Faceapache-2.0updated 4mo agoView on Hugging Face
38likes107kdownloads
Model Card

Model description

This is a LLaMA-like model with only 68M parameters trained on Wikipedia and part of the C4-en and C4-realnewslike datasets.

No evaluation has been conducted yet, so use it with care.

The model is mainly developed as a base Small Speculative Model in the SpecInfer paper.

Evaluations (contributed by Akshit, huge thanks!)

CategoryBenchmarkMetricScore / ValueStatus
Linguistics & GrammarBLiMPAccuracy70.57%Success
Commonsense & ReasoningPIQANormalized Accuracy59.25%Success
BoolQAccuracy57.71%Success
COPAAccuracy53.00%Success
WinoGrandeAccuracy50.59%Success
HellaSwagNormalized Accuracy29.04%Success
RACEAccuracy25.36%Success
CommonsenseQAAccuracy19.82%Success
Academic & KnowledgeSciQNormalized Accuracy57.80%Success
ARC-EasyNormalized Accuracy35.98%Success
OpenBookQANormalized Accuracy25.60%Success
MMLUAccuracy22.96%Success
ARC-ChallengeNormalized Accuracy22.87%Success
Language ModelingTriviaQAAccuracyTriviaQA StandardSuccess
LAMBADAAccuracy13.24%Success
C4-PerplexityWord Perplexity205.79Success
WikiText-2Word Perplexity306.79Success
Notes on Failed Tasks: The Arithmetic and SocialIQA benchmarks failed during execution due to runtime pipeline incompatibilities, yielding no score. Total evaluation runtime was 44.74 minutes.

Citation

To cite the model, please use

bibtex
@misc{miao2023specinfer,
      title={SpecInfer: Accelerating Generative LLM Serving with Speculative Inference and Token Tree Verification}, 
      author={Xupeng Miao and Gabriele Oliaro and Zhihao Zhang and Xinhao Cheng and Zeyu Wang and Rae Ying Yee Wong and Zhuoming Chen and Daiyaan Arfeen and Reyna Abhyankar and Zhihao Jia},
      year={2023},
      eprint={2305.09781},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}