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20242026
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cs.CL2026

WESR: Scaling and Evaluating Word-level Event-Speech Recognition

Chenchen Yang, Kexin Huang, Liwei Fan +8

Speech conveys not only linguistic information but also rich non-verbal vocal events such as laughing and crying. While semantic transcription is well-studied, the precise localiza…

cs.CL2025

InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems

Kexin Huang, Qian Tu, Liwei Fan +6

In modern speech synthesis, paralinguistic information--such as a speaker's vocal timbre, emotional state, and dynamic prosody--plays a critical role in conveying nuance beyond mer…

cs.CL2025

Case2Code: Scalable Synthetic Data for Code Generation

Yunfan Shao, Linyang Li, Yichuan Ma +11

Large Language Models (LLMs) have shown outstanding breakthroughs in code generation. Recent work improves code LLMs by training on synthetic data generated by some powerful LLMs,…

cs.CL2024

Unified Active Retrieval for Retrieval Augmented Generation

Qinyuan Cheng, Xiaonan Li, Shimin Li +7

In Retrieval-Augmented Generation (RAG), retrieval is not always helpful and applying it to every instruction is sub-optimal. Therefore, determining whether to retrieve is crucial…

cs.CL2024

SpeechAlign: Aligning Speech Generation to Human Preferences

Dong Zhang, Zhaowei Li, Shimin Li +4

Speech language models have significantly advanced in generating realistic speech, with neural codec language models standing out. However, the integration of human feedback to ali…

cs.CL2024

Agent Alignment in Evolving Social Norms

Shimin Li, Tianxiang Sun, Qinyuan Cheng +1

Agents based on Large Language Models (LLMs) are increasingly permeating various domains of human production and life, highlighting the importance of aligning them with human value…