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 891–900 of 1135 papers

Title	Date	Tasks	Status	Hype
Evaluating Large Language Models at Evaluating Instruction Following	Oct 11, 2023	Instruction Following	CodeCode Available	1
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models	Oct 11, 2023	In-Context LearningInstruction Following	CodeCode Available	0
LLark: A Multimodal Instruction-Following Language Model for Music	Oct 11, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2
TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models	Oct 10, 2023	Code GenerationContinual Learning	CodeCode Available	1
Understanding the Effects of RLHF on LLM Generalisation and Diversity	Oct 10, 2023	DiversityInstruction Following	CodeCode Available	1
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition	Oct 9, 2023	Code GenerationInstruction Following	CodeCode Available	3
Chat Vector: A Simple Approach to Equip LLMs with Instruction Following and Model Alignment in New Languages	Oct 7, 2023	Instruction Following	CodeCode Available	1
SteP: Stacked LLM Policies for Web Actions	Oct 5, 2023	Instruction Following	—Unverified	0
Benchmarking and Improving Generator-Validator Consistency of Language Models	Oct 3, 2023	BenchmarkingInstruction Following	—Unverified	0
Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers	Oct 2, 2023	Bayesian OptimizationInstruction Following	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