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 451–475 of 1135 papers

Title	Date	Tasks	Status	Score
RefuteBench: Evaluating Refuting Instruction-Following for Large Language Models	Feb 21, 2024	Instruction FollowingMachine Translation	CodeCode Available	5
Analysis of Language Change in Collaborative Instruction Following	Sep 9, 2021	Instruction Following	CodeCode Available	5
Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation Learning	Jun 12, 2025	Instruction FollowingMathematical Reasoning	CodeCode Available	5
DialMAT: Dialogue-Enabled Transformer with Moment-Based Adversarial Training	Nov 12, 2023	Instruction FollowingPosition	CodeCode Available	5
Quantifying Self-diagnostic Atomic Knowledge in Chinese Medical Foundation Model: A Computational Analysis	Oct 18, 2023	DiagnosticInstruction Following	CodeCode Available	5
PrimeGuard: Safe and Helpful LLMs through Tuning-Free Routing	Jul 23, 2024	In-Context LearningInstruction Following	CodeCode Available	5
Pre-Learning Environment Representations for Data-Efficient Neural Instruction Following	Jul 23, 2019	Instruction Following	CodeCode Available	5
ProgCo: Program Helps Self-Correction of Large Language Models	Jan 2, 2025	Instruction Following	CodeCode Available	5
Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation	May 10, 2024	Instruction FollowingLanguage Modeling	CodeCode Available	5
Implicit Cross-Lingual Rewarding for Efficient Multilingual Preference Alignment	Mar 6, 2025	Instruction FollowingTransfer Learning	CodeCode Available	5
Being Strong Progressively! Enhancing Knowledge Distillation of Large Language Models through a Curriculum Learning Framework	Jun 6, 2025	Instruction FollowingKnowledge Distillation	CodeCode Available	5
IFShip: Interpretable Fine-grained Ship Classification with Domain Knowledge-Enhanced Vision-Language Models	Aug 13, 2024	ChatbotInstruction Following	CodeCode Available	5
Bayesian Calibration of Win Rate Estimation with LLM Evaluators	Nov 7, 2024	Bayesian InferenceInstruction Following	CodeCode Available	5
Policy Improvement using Language Feedback Models	Feb 12, 2024	Behavioural cloningImitation Learning	CodeCode Available	5
Identifying Reliable Evaluation Metrics for Scientific Text Revision	Jun 5, 2025	Instruction Following	CodeCode Available	5
POROver: Improving Safety and Reducing Overrefusal in Large Language Models with Overgeneration and Preference Optimization	Oct 16, 2024	Instruction Following	CodeCode Available	5
Playpen: An Environment for Exploring Learning Through Conversational Interaction	Apr 11, 2025	Instruction FollowingLarge Language Model	CodeCode Available	5
Phased Instruction Fine-Tuning for Large Language Models	Jun 1, 2024	Instruction Following	CodeCode Available	5
PediaBench: A Comprehensive Chinese Pediatric Dataset for Benchmarking Large Language Models	Dec 9, 2024	BenchmarkingInstruction Following	CodeCode Available	5
Preference-Guided Reflective Sampling for Aligning Language Models	Aug 22, 2024	Document SummarizationInstruction Following	CodeCode Available	5
Rate, Explain and Cite (REC): Enhanced Explanation and Attribution in Automatic Evaluation by Large Language Models	Nov 3, 2024	HallucinationInstruction Following	CodeCode Available	5
Optimal Transport-Based Token Weighting scheme for Enhanced Preference Optimization	May 24, 2025	Instruction Following	CodeCode Available	5
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following	Feb 24, 2025	Instruction FollowingPosition	CodeCode Available	5
HREF: Human Response-Guided Evaluation of Instruction Following in Language Models	Dec 20, 2024	Instruction Following	CodeCode Available	5
How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection	Nov 14, 2023	Instruction FollowingLarge Language Model	CodeCode Available	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