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 251–260 of 1135 papers

Title	Date	Tasks	Status	Hype	Score
Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning	Feb 9, 2024	Instruction FollowingLanguage Modeling	CodeCode Available	1	5
Creative Agents: Empowering Agents with Imagination for Creative Tasks	Dec 5, 2023	Instruction FollowingLanguage Modelling	CodeCode Available	1	5
Counterfactual Cycle-Consistent Learning for Instruction Following and Generation in Vision-Language Navigation	Mar 30, 2022	counterfactualData Augmentation	CodeCode Available	1	5
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	5
Generative Parameter-Efficient Fine-Tuning	Dec 1, 2023	Arithmetic ReasoningFine-Grained Image Classification	CodeCode Available	1	5
LIONs: An Empirically Optimized Approach to Align Language Models	Jul 9, 2024	Instruction Following	CodeCode Available	1	5
Learning to Map Natural Language Instructions to Physical Quadcopter Control using Simulated Flight	Oct 21, 2019	continuous-controlContinuous Control	CodeCode Available	1	5
CoPESD: A Multi-Level Surgical Motion Dataset for Training Large Vision-Language Models to Co-Pilot Endoscopic Submucosal Dissection	Oct 10, 2024	Instruction Following	CodeCode Available	1	5
CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning	Nov 22, 2023	Instruction Following	CodeCode Available	1	5
Contrastive Vision-Language Alignment Makes Efficient Instruction Learner	Nov 29, 2023	Contrastive LearningImage Captioning	CodeCode Available	1	5

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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