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 141–150 of 1135 papers

Title	Date	Tasks	Status	Hype
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following	Feb 9, 2024	Autonomous DrivingDenoising	CodeCode Available	2
DistiLLM-2: A Contrastive Approach Boosts the Distillation of LLMs	Mar 10, 2025	Code GenerationInstruction Following	CodeCode Available	2
Dual-Space Knowledge Distillation for Large Language Models	Jun 25, 2024	Instruction FollowingKnowledge Distillation	CodeCode Available	2
MiniLLM: Knowledge Distillation of Large Language Models	Jun 14, 2023	Instruction FollowingKnowledge Distillation	CodeCode Available	2
DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment	Jul 3, 2025	cross-modal alignmentInstruction Following	CodeCode Available	2
Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems	Feb 26, 2025	Instruction Following	CodeCode Available	2
#InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language Models	Aug 14, 2023	DiversityInstruction Following	CodeCode Available	2
Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models	Mar 19, 2024	Instruction Followingvisual instruction following	CodeCode Available	2
InFoBench: Evaluating Instruction Following Ability in Large Language Models	Jan 7, 2024	Instruction Following	CodeCode Available	2
How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients	Apr 14, 2025	Instruction Following	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