Chasing the Tail: Effective Rubric-based Reward Modeling for Large Language Model Post-Training
Junkai Zhang · Zihao Wang · Lin Gui · Swarnashree Mysore Sathyendra · Jaehwan Jeong · Victor Veitch · Wei Wang · Yunzhong He · Bing Liu · Lifeng Jin
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Junkai Zhang · Zihao Wang · Lin Gui · Swarnashree Mysore Sathyendra · Jaehwan Jeong · Victor Veitch · Wei Wang · Yunzhong He · Bing Liu · Lifeng Jin
Afra Feyza Akyürek · Advait Gosai · Chen Bo Calvin Zhang · Vipul Gupta · Jaehwan Jeong · Anisha Gunjal · Tahseen Rabbani · Maria Mazzone · David Randolph IV · Mohammad Mahmoudi Meymand · Gurshaan Chattha · Paula Rodriguez · Diego A. Mares Buendia · Pavit Singh · Michael Liu · Subodh Chawla · Peter Cline · Lucy Ogaz · Ernesto Gabriel Hernández Montoya · Zihao Wang · Pavi Bhatter · Marcos Ayestaran · Bing Liu · Yunzhong He
Frontier model progress is often measured using academic benchmarks that provide a limited view of performance on open-ended, economically consequential tasks in high-stakes professional domains where practical returns matter most. We introduce Professional Reasoning Bench (PRBench), a realistic,...