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

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Showing 511–520 of 1135 papers

Title	Date	Tasks	Status	Score
NatSGLD: A Dataset with Speech, Gesture, Logic, and Demonstration for Robot Learning in Natural Human-Robot Interaction	Feb 23, 2025	Instruction Following	CodeCode Available	5
Compositional Image Retrieval via Instruction-Aware Contrastive Learning	Dec 7, 2024	Contrastive LearningImage Retrieval	CodeCode Available	5
MpoxVLM: A Vision-Language Model for Diagnosing Skin Lesions from Mpox Virus Infection	Nov 16, 2024	DiagnosticInstruction Following	CodeCode Available	5
Aligners: Decoupling LLMs and Alignment	Mar 7, 2024	Instruction FollowingRed Teaming	CodeCode Available	5
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars	Nov 23, 2024	DescriptiveIn-Context Learning	CodeCode Available	5
Monolingual or Multilingual Instruction Tuning: Which Makes a Better Alpaca	Sep 16, 2023	Instruction FollowingLarge Language Model	CodeCode Available	5
Multi-Level Compositional Reasoning for Interactive Instruction Following	Aug 18, 2023	Instruction Following	CodeCode Available	5
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty	Jul 8, 2024	Instruction Following	CodeCode Available	5
CommonIT: Commonality-Aware Instruction Tuning for Large Language Models via Data Partitions	Oct 4, 2024	Instruction FollowingMMLU	CodeCode Available	5
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval	Jun 14, 2025	Instruction FollowingMultimodal Reasoning	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