Causal-Steer: Disentangled Continuous Style Control without Parallel Corpora
Qingsong Wang · Chang Yao · Jingyuan Chen
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Qingsong Wang · Chang Yao · Jingyuan Chen
Zhensheng Luo · Sai Wu · Yuan Qiu · Chang Yao · Gang Chen · Xiu Tang
Natural language to SQL (NL2SQL) provides an intuitive interface for querying structured data, yet real user questions are often noisy, ambiguous, and weakly grounded to database semantics.As a result, token-level schema linking and single-pass SQL decoding can be brittle: small misunderstandings...
Qin Zhou · Guoyan Liang · Qianyi Yang · Jingyuan Chen · Sai Wu · Chang Yao · Zhe Wang
Recent reinforcement learning (RL) approaches have advanced radiology report generation (RRG), yet two core limitations persist: (1) report-level rewards offer limited evidence-grounded guidance for clinical faithfulness; and (2) current methods lack an explicit self-improving mechanism to align...
Zhenlong Dai · Zhuoluo Zhao · Hengning Wang · Xiu Tang · Sai Wu · Chang Yao · Zhipeng Gao · Jingyuan Chen