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 1011–1020 of 1135 papers

Title	Date	Tasks	Status
Quantifying Self-diagnostic Atomic Knowledge in Chinese Medical Foundation Model: A Computational Analysis	Oct 18, 2023	DiagnosticInstruction Following	CodeCode Available
LoHoRavens: A Long-Horizon Language-Conditioned Benchmark for Robotic Tabletop Manipulation	Oct 18, 2023	Caption GenerationInstruction Following	—Unverified
VeRA: Vector-based Random Matrix Adaptation	Oct 17, 2023	image-classificationImage Classification	—Unverified
Gaining Wisdom from Setbacks: Aligning Large Language Models via Mistake Analysis	Oct 16, 2023	Instruction Following	—Unverified
Mastering Robot Manipulation with Multimodal Prompts through Pretraining and Multi-task Fine-tuning	Oct 14, 2023	In-Context LearningInstruction Following	—Unverified
GROOT: Learning to Follow Instructions by Watching Gameplay Videos	Oct 12, 2023	DecoderInstruction Following	—Unverified
Towards Better Evaluation of Instruction-Following: A Case-Study in Summarization	Oct 12, 2023	Instruction Following	—Unverified
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models	Oct 11, 2023	In-Context LearningInstruction Following	CodeCode Available
Parrot: Enhancing Multi-Turn Instruction Following for Large Language Models	Oct 11, 2023	AttributeInstruction Following	—Unverified
SteP: Stacked LLM Policies for Web Actions	Oct 5, 2023	Instruction Following	—Unverified

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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