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 101–125 of 1135 papers

Title	Date	Tasks	Status	Hype	Score
LLaSM: Large Language and Speech Model	Aug 30, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2	5
LLM-RG4: Flexible and Factual Radiology Report Generation across Diverse Input Contexts	Dec 16, 2024	General KnowledgeInstruction Following	CodeCode Available	2	5
MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models	Sep 24, 2023	Instruction Following	CodeCode Available	2	5
LITA: Language Instructed Temporal-Localization Assistant	Mar 27, 2024	Instruction FollowingTemporal Localization	CodeCode Available	2	5
LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation	Nov 14, 2024	Earth ObservationInstruction Following	CodeCode Available	2	5
Learning to Decode Collaboratively with Multiple Language Models	Mar 6, 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
DrafterBench: Benchmarking Large Language Models for Tasks Automation in Civil Engineering	Jul 15, 2025	BenchmarkingInstruction Following	CodeCode Available	2	5
Autonomous Improvement of Instruction Following Skills via Foundation Models	Jul 30, 2024	Image GenerationInstruction Following	CodeCode Available	2	5
Lion: Adversarial Distillation of Proprietary Large Language Models	May 22, 2023	Instruction FollowingKnowledge Distillation	CodeCode Available	2	5
Dual-Space Knowledge Distillation for Large Language Models	Jun 25, 2024	Instruction FollowingKnowledge Distillation	CodeCode Available	2	5
BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language Models	Jun 19, 2023	Instruction FollowingText Generation	CodeCode Available	2	5
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning	Feb 18, 2024	HallucinationInstruction Following	CodeCode Available	2	5
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
A Critical Evaluation of AI Feedback for Aligning Large Language Models	Feb 19, 2024	Instruction Followingreinforcement-learning	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
Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want	Mar 29, 2024	Instruction FollowingLanguage Modelling	CodeCode Available	2	5
LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning	Mar 19, 2025	Instruction FollowingMultimodal Reasoning	CodeCode Available	2	5
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks	Mar 2, 2024	Instruction FollowingLLM real-life tasks	CodeCode Available	2	5
EditWorld: Simulating World Dynamics for Instruction-Following Image Editing	May 23, 2024	Instruction Following	CodeCode Available	2	5
EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis	Jan 16, 2024	Instruction Followingregression	CodeCode Available	2	5
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning	Jun 7, 2024	Instruction FollowingMath	CodeCode Available	2	5
Aurora:Activating Chinese chat capability for Mixtral-8x7B sparse Mixture-of-Experts through Instruction-Tuning	Dec 22, 2023	Instruction FollowingMixture-of-Experts	CodeCode Available	2	5
Long-Context Language Modeling with Parallel Context Encoding	Feb 26, 2024	In-Context LearningInstruction Following	CodeCode Available	2	5
Conifer: Improving Complex Constrained Instruction-Following Ability of Large Language Models	Apr 3, 2024	Instruction Following	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