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brittlewis12/stablelm-2-zephyr-1_6b-GGUF

sourceHugging Faceotherupdated 3y agoView on Hugging Face
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StableLM-2-Zephyr-1.6B GGUF

Original model: StableLM 2 Zephyr 1.6B Model creator: Stability AI

This repo contains GGUF format model files for Stability AI’s StableLM 2 Zephyr 1.6B.

Stable LM 2 Zephyr 1.6B is a 1.6 billion parameter instruction tuned language model inspired by HugginFaceH4's Zephyr 7B training pipeline. The model is trained on a mix of publicly available datasets and synthetic datasets, utilizing Direct Preference Optimization (DPO).

What is GGUF?

GGUF is a file format for representing AI models. It is the third version of the format, introduced by the llama.cpp team on August 21st 2023. It is a replacement for GGML, which is no longer supported by llama.cpp. Converted using an proposed version of llama.cpp (PR #5052)

Prompt template: Zephyr

<|system|>
{{system_message}}<|endoftext|>
<|user|>
{{prompt}}<|endoftext|>
<|assistant|>

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Original Model Evaluations:

MT-Bench | Model | Size | MT-Bench | |-------------------------|------|----------| | Mistral-7B-Instruct-v0.2| 7B | 7.61 | | Llama2-Chat | 70B | 6.86 | | stablelm-zephyr-3b | 3B | 6.64 | | MPT-30B-Chat | 30B | 6.39 | | stablelm-2-zephyr-1.6b | 1.6B | 5.42 | | Falcon-40B-Instruct | 40B | 5.17 | | Qwen-1.8B-Chat | 1.8B | 4.95 | | dolphin-2.6-phi-2 | 2.7B | 4.93 | | phi-2 | 2.7B | 4.29 | | TinyLlama-1.1B-Chat-v1.0| 1.1B | 3.46 |

OpenLLM Leaderboard

ModelSizeAverageARC Challenge (acc_norm)HellaSwag (acc_norm)MMLU (acc_norm)TruthfulQA (mc2)Winogrande (acc)Gsm8k (acc)
microsoft/phi-22.7B61.32%61.09%75.11%58.11%44.47%74.35%54.81%
stabilityai/stablelm-2-zephyr-1_6b1.6B49.89%43.69%69.34%41.85%45.21%64.09%35.18%
microsoft/phi-1_51.3B47.69%52.90%63.79%43.89%40.89%72.22%12.43%
stabilityai/stablelm-2-1_6b1.6B45.54%43.43%70.49%38.93%36.65%65.90%17.82%
mosaicml/mpt-7b7B44.28%47.70%77.57%30.80%33.40%72.14%4.02%
KnutJaegersberg/Qwen-1_8B-Llamaified*1.8B44.75%37.71%58.87%46.37%39.41%61.72%24.41%
openlm-research/openllama3b_v23B40.28%40.27%71.60%27.12%34.78%67.01%0.91%
iiuae/falcon-rw-1b1B37.07%35.07%63.56%25.28%35.96%62.04%0.53%
TinyLlama/TinyLlama-1.1B-3T1.1B36.40%33.79%60.31%26.04%37.32%59.51%1.44%