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 1021–1030 of 1135 papers

Title	Date	Tasks	Status	Hype
WizardLM: Empowering Large Language Models to Follow Complex Instructions	Apr 24, 2023	Instruction Following	CodeCode Available	5
Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM	Apr 24, 2023	Instruction FollowingLanguage Modelling	CodeCode Available	1
Visual Instruction Tuning	Apr 17, 2023	1 Image, 2*2 Stitching3D Question Answering (3D-QA)	CodeCode Available	6
A Comparative Study between Full-Parameter and LoRA-based Fine-Tuning on Chinese Instruction Data for Instruction Following Large Language Model	Apr 17, 2023	Instruction FollowingLanguage Modeling	—Unverified	0
Towards Better Instruction Following Language Models for Chinese: Investigating the Impact of Training Data and Evaluation	Apr 16, 2023	Instruction Following	CodeCode Available	5
Embodied Concept Learner: Self-supervised Learning of Concepts and Mapping through Instruction Following	Apr 7, 2023	Instruction FollowingSelf-Supervised Learning	—Unverified	0
Instruction Tuning with GPT-4	Apr 6, 2023	Instruction Following	CodeCode Available	4
ParroT: Translating during Chat using Large Language Models tuned with Human Translation and Feedback	Apr 5, 2023	Instruction FollowingMachine Translation	CodeCode Available	1
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society	Mar 31, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	6
ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models	Mar 29, 2023	Instruction Following	—Unverified	0

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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