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 201–210 of 1135 papers

Title	Date	Tasks	Status	Hype	Score
FusionAudio-1.2M: Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion	Jun 1, 2025	Audio captioningCaption Generation	CodeCode Available	2	5
Robin3D: Improving 3D Large Language Model via Robust Instruction Tuning	Sep 30, 2024	Instruction FollowingLanguage Modeling	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
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning	Feb 18, 2024	HallucinationInstruction Following	CodeCode Available	2	5
Autonomous Improvement of Instruction Following Skills via Foundation Models	Jul 30, 2024	Image GenerationInstruction Following	CodeCode Available	2	5
SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding	Aug 28, 2024	Instruction Followingscientific discovery	CodeCode Available	2	5
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	5
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended Tasks	Feb 11, 2024	Graph Question AnsweringInstruction Following	CodeCode Available	2	5
Long-Context Language Modeling with Parallel Context Encoding	Feb 26, 2024	In-Context LearningInstruction Following	CodeCode Available	2	5
Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning	Oct 1, 2023	In-Context LearningInstruction Following	CodeCode Available	1	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