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 351–360 of 1135 papers

Title	Date	Tasks	Status	Hype
Language Imbalance Driven Rewarding for Multilingual Self-improving	Oct 11, 2024	Arithmetic ReasoningInstruction Following	CodeCode Available	1
Are Emergent Abilities in Large Language Models just In-Context Learning?	Sep 4, 2023	In-Context LearningInstruction Following	CodeCode Available	1
Language-Conditioned Reinforcement Learning to Solve Misunderstandings with Action Corrections	Nov 18, 2022	Instruction Followingreinforcement-learning	CodeCode Available	1
MergeBench: A Benchmark for Merging Domain-Specialized LLMs	May 16, 2025	Instruction Following	CodeCode Available	1
Lana: A Language-Capable Navigator for Instruction Following and Generation	Mar 15, 2023	Instruction FollowingText Generation	CodeCode Available	1
Jatmo: Prompt Injection Defense by Task-Specific Finetuning	Dec 29, 2023	Instruction Following	CodeCode Available	1
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models	Dec 8, 2024	Instruction FollowingNatural Language Understanding	CodeCode Available	1
FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models	Oct 31, 2023	Instruction Following	CodeCode Available	1
A Recipe For Building a Compliant Real Estate Chatbot	Oct 7, 2024	ChatbotInstruction Following	CodeCode Available	1
Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer	Nov 12, 2023	In-Context LearningInstruction Following	CodeCode Available	1

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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