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Papers
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models
ICLR 2025
Speculative Knowledge Distillation: Bridging the Teacher-Student Gap Through Interleaved Sampling
ICLR 2025
Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Models
Interspeech 2025
SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling
EMNLP 2025
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models
ACL 2025
STRICT: Stress-Test of Rendering Image Containing Text
EMNLP 2025
StructFlowBench: A Structured Flow Benchmark for Multi-turn Instruction Following
ACL 2025
Structure-Conditional Minimum Bayes Risk Decoding
EMNLP 2025
Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions
AACL 2025
SysBench: Can LLMs Follow System Message?
ICLR 2025
TartuNLP at WMT25 LLMs with Limited Resources for Slavic Languages Shared Task
EMNLP 2025
TESS 2: A Large-Scale Generalist Diffusion Language Model
ACL 2025
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models
NAACL 2025
Thinking LLMs: General Instruction Following with Thought Generation
ICML 2025
ToDi: Token-wise Distillation via Fine-Grained Divergence Control
EMNLP 2025
Toward Verifiable Instruction-Following Alignment for Retrieval Augmented Generation
AAAI 2025
Transformer-based Causal Language Models Perform Clustering
NAACL 2025
T-REG: Preference Optimization with Token-Level Reward Regularization
ACL 2025
TRUEBench: Can LLM Response Meet Real-world Constraints as Productivity Assistant?
EMNLP 2025
ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation
EMNLP 2025
UltraIF: Advancing Instruction Following from the Wild
EMNLP 2025
Uncovering Factor-Level Preference to Improve Human-Model Alignment
EMNLP 2025
Unveiling the Potential of BERT-family: A New Recipe for Building Scalable, General and Competitive Large Language Models
ACL 2025
VEGGIE: Instructional Editing and Reasoning Video Concepts with Grounded Generation
ICCV 2025
Verifiable Format Control for Large Language Model Generations
NAACL 2025