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 901–910 of 1135 papers

Title	Date	Tasks	Status	Hype
Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations	Oct 2, 2023	In-Context LearningInstruction Following	CodeCode Available	1
PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning	Oct 2, 2023	Instruction FollowingZero-shot Generalization	CodeCode Available	0
Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models	Oct 2, 2023	AttributeInstruction Following	CodeCode Available	1
Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning	Oct 1, 2023	In-Context LearningInstruction Following	CodeCode Available	1
Reformulating Vision-Language Foundation Models and Datasets Towards Universal Multimodal Assistants	Oct 1, 2023	Instruction Following	CodeCode Available	2
SLM: Bridge the thin gap between speech and text foundation models	Sep 30, 2023	Instruction FollowingLanguage Modeling	—Unverified	0
From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction Tuning	Sep 30, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	1
Self-Specialization: Uncovering Latent Expertise within Large Language Models	Sep 29, 2023	HallucinationInstruction Following	—Unverified	0
ModuLoRA: Finetuning 2-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers	Sep 28, 2023	GPUInstruction Following	CodeCode Available	2
MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models	Sep 24, 2023	Instruction Following	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