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 71–80 of 1135 papers

Title	Date	Tasks	Status	Hype
NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models	Jul 17, 2024	Instruction FollowingVision and Language Navigation	CodeCode Available	3
EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language Models	Feb 18, 2024	Event ExtractionHallucination	CodeCode Available	3
OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning	Feb 10, 2024	Federated LearningInstruction Following	CodeCode Available	3
MultiModal-GPT: A Vision and Language Model for Dialogue with Humans	May 8, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	3
LongAlign: A Recipe for Long Context Alignment of Large Language Models	Jan 31, 2024	DiversityInstruction Following	CodeCode Available	3
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks	Apr 16, 2022	BenchmarkingInstruction Following	CodeCode Available	3
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception	Oct 16, 2024	Binary ClassificationChunking	CodeCode Available	3
DistiLLM: Towards Streamlined Distillation for Large Language Models	Feb 6, 2024	Instruction FollowingKnowledge Distillation	CodeCode Available	3
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech Synthesis	May 5, 2025	ChatbotDecoder	CodeCode Available	3
MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning	Jun 13, 2024	Instruction FollowingMath	CodeCode Available	3

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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