Instruction Following

Instruction following is the basic task of the model. This task is dedicated to evaluating the ability of the large model to follow human instructions. It is hoped that the model can generate controllable and safe answers.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 131–140 of 1135 papers

Title	Date	Tasks	Status	Hype	Score
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic	Feb 19, 2024	Instruction FollowingMath	CodeCode Available	2	5
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch	Nov 6, 2023	DecoderGSM8K	CodeCode Available	2	5
Conifer: Improving Complex Constrained Instruction-Following Ability of Large Language Models	Apr 3, 2024	Instruction Following	CodeCode Available	2	5
EcomGPT: Instruction-tuning Large Language Models with Chain-of-Task Tasks for E-commerce	Aug 14, 2023	DiversityInstruction Following	CodeCode Available	2	5
Dual-Space Knowledge Distillation for Large Language Models	Jun 25, 2024	Instruction FollowingKnowledge Distillation	CodeCode Available	2	5
Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models	Oct 23, 2024	Instruction FollowingLanguage Modelling	CodeCode Available	2	5
EarthGPT: A Universal Multi-modal Large Language Model for Multi-sensor Image Comprehension in Remote Sensing Domain	Jan 30, 2024	Image ComprehensionInstruction Following	CodeCode Available	2	5
EditWorld: Simulating World Dynamics for Instruction-Following Image Editing	May 23, 2024	Instruction Following	CodeCode Available	2	5
CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model	Mar 13, 2024	General KnowledgeInstruction Following	CodeCode Available	2	5
MiniLLM: Knowledge Distillation of Large Language Models	Jun 14, 2023	Instruction FollowingKnowledge Distillation	CodeCode Available	2	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AutoIF (Llama3 70B)	Inst-level loose-accuracy	90.4	—	Unverified
2	AutoIF (Qwen2 72B)	Inst-level loose-accuracy	88	—	Unverified
3	GPT-4	Inst-level loose-accuracy	85.37	—	Unverified
4	PaLM 2 S	Inst-level loose-accuracy	59.11	—	Unverified