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 821–830 of 1135 papers

Title	Date	Tasks	Status	Hype
Generative Parameter-Efficient Fine-Tuning	Dec 1, 2023	Arithmetic ReasoningFine-Grained Image Classification	CodeCode Available	1
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity	Nov 30, 2023	FairnessInstruction Following	CodeCode Available	0
Contrastive Vision-Language Alignment Makes Efficient Instruction Learner	Nov 29, 2023	Contrastive LearningImage Captioning	CodeCode Available	1
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?	Nov 29, 2023	In-Context LearningInstruction Following	CodeCode Available	1
Ranni: Taming Text-to-Image Diffusion for Accurate Instruction Following	Nov 28, 2023	AttributeDenoising	CodeCode Available	5
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models	Nov 27, 2023	Chunkingcoreference-resolution	—Unverified	0
MoDS: Model-oriented Data Selection for Instruction Tuning	Nov 27, 2023	Instruction Followingmodel	CodeCode Available	1
Towards Vision Enhancing LLMs: Empowering Multimodal Knowledge Storage and Sharing in LLMs	Nov 27, 2023	Instruction Followingmultimodal generation	—Unverified	0
GPT4Video: A Unified Multimodal Large Language Model for lnstruction-Followed Understanding and Safety-Aware Generation	Nov 25, 2023	Instruction FollowingLanguage Modeling	—Unverified	0
GeoChat: Grounded Large Vision-Language Model for Remote Sensing	Nov 24, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2

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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