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 926950 of 1135 papers

TitleStatusHype
URO-Bench: A Comprehensive Benchmark for End-to-End Spoken Dialogue Models0
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References0
Revisiting the Superficial Alignment Hypothesis0
Shuttle Between the Instructions and the Parameters of Large Language Models0
A Systematic Examination of Preference Learning through the Lens of Instruction-Following0
A Survey of Reinforcement Learning Informed by Natural Language0
RHealthTwin: Towards Responsible and Multimodal Digital Twins for Personalized Well-being0
RL for Consistency Models: Faster Reward Guided Text-to-Image Generation0
Direct Preference Optimization for LLM-Enhanced Recommendation Systems0
3D-Properties: Identifying Challenges in DPO and Charting a Path Forward0
RNR: Teaching Large Language Models to Follow Roles and Rules0
Assessing Robustness to Spurious Correlations in Post-Training Language Models0
Robust Anti-Backdoor Instruction Tuning in LVLMs0
Robust Instruction-Following in a Situated Agent via Transfer-Learning from Text0
Robust Learning of Diverse Code Edits0
Role-Play Zero-Shot Prompting with Large Language Models for Open-Domain Human-Machine Conversation0
3D-MoE: A Mixture-of-Experts Multi-modal LLM for 3D Vision and Pose Diffusion via Rectified Flow0
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization0
Rethinking the Instruction Quality: LIFT is What You Need0
VeRA: Vector-based Random Matrix Adaptation0
Verifiable Format Control for Large Language Model Generations0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation0
VideoExpert: Augmented LLM for Temporal-Sensitive Video Understanding0
S2S-Arena, Evaluating Speech2Speech Protocols on Instruction Following with Paralinguistic Information0
SAG: Style-Aligned Article Generation via Model Collaboration0
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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