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 101–110 of 1135 papers

Title	Date	Tasks	Status	Hype
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts	May 9, 2024	Image CaptioningInstruction Following	CodeCode Available	2
Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models	Apr 7, 2025	Dialogue EvaluationFairness	CodeCode Available	2
MiniLLM: Knowledge Distillation of Large Language Models	Jun 14, 2023	Instruction FollowingKnowledge Distillation	CodeCode Available	2
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch	Nov 6, 2023	DecoderGSM8K	CodeCode Available	2
Autonomous Improvement of Instruction Following Skills via Foundation Models	Jul 30, 2024	Image GenerationInstruction Following	CodeCode Available	2
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning	Feb 18, 2024	HallucinationInstruction Following	CodeCode Available	2
Large Language Model Instruction Following: A Survey of Progresses and Challenges	Mar 18, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate	Jan 29, 2025	Instruction FollowingMath	CodeCode Available	2
A Critical Evaluation of AI Feedback for Aligning Large Language Models	Feb 19, 2024	Instruction Followingreinforcement-learning	CodeCode Available	2
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks	Mar 2, 2024	Instruction FollowingLLM real-life tasks	CodeCode Available	2

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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