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 111–120 of 1135 papers

Title	Date	Tasks	Status	Hype	Score
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following	Feb 9, 2024	Autonomous DrivingDenoising	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
Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward	Apr 1, 2024	Instruction FollowingLanguage Modeling	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 Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic	Feb 19, 2024	Instruction FollowingMath	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
EarthGPT: A Universal Multi-modal Large Language Model for Multi-sensor Image Comprehension in Remote Sensing Domain	Jan 30, 2024	Image ComprehensionInstruction Following	CodeCode Available	2	5
LLark: A Multimodal Instruction-Following Language Model for Music	Oct 11, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2	5
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks	Mar 2, 2024	Instruction FollowingLLM real-life tasks	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

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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