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 361–370 of 1135 papers

Title	Date	Tasks	Status	Hype
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning	Nov 14, 2023	DiversityInstruction Following	CodeCode Available	1
WaterBench: Towards Holistic Evaluation of Watermarks for Large Language Models	Nov 13, 2023	BenchmarkingInstruction Following	CodeCode Available	1
InfMLLM: A Unified Framework for Visual-Language Tasks	Nov 12, 2023	GPUImage Captioning	CodeCode Available	1
Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer	Nov 12, 2023	In-Context LearningInstruction Following	CodeCode Available	1
u-LLaVA: Unifying Multi-Modal Tasks via Large Language Model	Nov 9, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	1
FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models	Nov 2, 2023	DescriptiveInstruction Following	CodeCode Available	1
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions	Nov 1, 2023	Few-Shot NLIInstruction Following	CodeCode Available	1
FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models	Oct 31, 2023	Instruction Following	CodeCode Available	1
Making Large Language Models Better Data Creators	Oct 31, 2023	Instruction FollowingPrompt Engineering	CodeCode Available	1
Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection	Oct 29, 2023	Anomaly DetectionImage Captioning	CodeCode Available	1

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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