TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots
ICML 2026 submission on evaluating clinical fidelity and safety in therapy chatbots.
fangrui-huang
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Developing and Utilizing a Large-Scale Cantonese Dataset for Multi-Tasking in Large Language Models
EMNLP 2025 Findings paper on developing a large-scale Cantonese dataset for LLM multi-tasking.
jiyue-jiang
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models
A main conference paper at ACL 2025 presenting UAlign for factuality alignment using uncertainty estimations.
boyang-xue
MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models
ACL 2025 Findings paper on multilingual confidence estimation in LLMs.
boyang-xue
TreeSynth: Synthesizing Diverse Data from Scratch via Tree-Guided Subspace Partitioning
A spotlight paper at NeurIPS 2025 presenting TreeSynth, a method for synthesizing diverse data through tree-guided subspace partitioning.
QSpec: Speculative decoding with complementary quantization schemes
EMNLP 2025 main conference paper on efficient inference through speculative decoding.
juntao-zhao
ProReason: Multi-modal proactive reasoning with decoupled eyesight and wisdom
EMNLP 2025 main conference paper on multi-modal proactive reasoning (Co-Corresponding Author).
jingqi-zhou
MoS: Unleashing parameter efficiency of low-rank adaptation with mixture of shards
A paper at ICLR 2025 presenting MoS, a method for more parameter-efficient LoRA through mixture of shards.
How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models
NAACL 2025 Findings paper benchmarking Cantonese capabilities of LLMs.
jiyue-jiang
Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-Induced Exploration
ICLR 2025 paper on data synthesis through failure-induced exploration.
qintong-li