SOTAVerified

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

Showing 701725 of 1135 papers

TitleStatusHype
Conversational Search: From Fundamentals to Frontiers in the LLM Era0
Space-LLaVA: a Vision-Language Model Adapted to Extraterrestrial Applications0
Large Language Models for Autonomous Driving (LLM4AD): Concept, Benchmark, Experiments, and Challenges0
WildChat: 1M ChatGPT Interaction Logs in the Wild0
Controllable Text-to-Image Generation with GPT-40
Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge0
Learning Human Perception Dynamics for Informative Robot Communication0
Learning Instruction-Following Policies through Open-Ended Instruction Relabeling with Large Language Models0
Continual Skill and Task Learning via Dialogue0
Learning to Instruct for Visual Instruction Tuning0
Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding0
Think Big, Generate Quick: LLM-to-SLM for Fast Autoregressive Decoding0
Learning to Navigate the Web0
LearnLM: Improving Gemini for Learning0
Length Controlled Generation for Black-box LLMs0
Preference Consistency Matters: Enhancing Preference Learning in Language Models with Automated Self-Curation of Training Corpora0
Less is More: Generating Grounded Navigation Instructions from Landmarks0
Compositional Subspace Representation Fine-tuning for Adaptive Large Language Models0
Leveraging Importance Sampling to Detach Alignment Modules from Large Language Models0
Leveraging Large Vision-Language Model as User Intent-aware Encoder for Composed Image Retrieval0
LeVERB: Humanoid Whole-Body Control with Latent Vision-Language Instruction0
Compositional pre-training for neural semantic parsing0
LEWIS (LayEr WIse Sparsity) -- A Training Free Guided Model Merging Approach0
ThinkBot: Embodied Instruction Following with Thought Chain Reasoning0
Thinking LLMs: General Instruction Following with Thought Generation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AutoIF (Llama3 70B)Inst-level loose-accuracy90.4Unverified
2AutoIF (Qwen2 72B)Inst-level loose-accuracy88Unverified
3GPT-4Inst-level loose-accuracy85.37Unverified
4PaLM 2 SInst-level loose-accuracy59.11Unverified