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Context-aware Instruction Following on Context-aware Instructions (test)

8.85Overlap (with context)GPT-4-turbo
5.996.73257.4758.2175Mar 5, 2024

Evaluation results

MethodLinks
GPT-4-turboMode=zero-shot LLM with context (upper bound), Params=N/A2024.038.858.98.54
Qwen-Chat(v1.5)Mode=zero-shot LLM with context (upper bound), Params=72B2024.038.78.678.26
StableLM-Zephyr + GPT-4-turbo (Sketch-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.038.488.567.98
Qwen-Chat(v1)Mode=zero-shot LLM with context (upper bound), Params=72B2024.038.388.388.14
GPT-3.5-turboMode=zero-shot LLM with context (upper bound), Params=N/A2024.038.38.337.58
StableLM-ZephyrMode=finetuned SLM (+ LLM) with context, Params=1.6B2024.038.38.567.73
Qwen-Chat(v1.5) + Qwen-Chat(v1.5) (Logit-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.038.288.227.8
Qwen-Chat(v1.5) + GPT-4-turbo (Sketch-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.038.187.987.62
Mixtral-8x7bMode=zero-shot LLM with context (upper bound), Params=47B2024.038.128.227.96
Qwen-Chat(v1) + Qwen-Chat(v1) (Logit-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.038.128.27.86
H2O-danube-chat + GPT-4-turbo (Sketch-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.037.847.787.14
Qwen-Chat(v1) + GPT-4-turbo (Sketch-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.037.87.827.64
Llama-2-ChatMode=zero-shot LLM with context (upper bound), Params=70B2024.037.787.987.96
TinyLlama-Chat + Llama-2-Chat (Logit-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.037.767.747.06
TinyLlama-Chat + GPT-4-turbo (Sketch-based CoGenesis)Mode=mixed-scale collaboration, Params=mixed2024.037.667.146.82
StableLM-ZephyrMode=zero-shot SLM with context, Params=1.6B2024.036.886.826.68
H2O-danube-chatMode=zero-shot SLM with context, Params=1.8B2024.036.566.946.6
GPT-4-turboMode=zero-shot LLM w/o context (lower bound), Params=N/A2024.036.16.468.75