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APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training

APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training

Annual Meeting of the Association for Computational Linguistics (ACL), 2025

4 June 2025

ArXiv (abs)PDF HTML

Papers citing "APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training"

4 / 4 papers shown

Metis-SPECS: Decoupling Multimodal Learning via Self-distilled Preference-based Cold Start

Metis-SPECS: Decoupling Multimodal Learning via Self-distilled Preference-based Cold Start

304

0

0

29 Oct 2025

CDT: A Comprehensive Capability Framework for Large Language Models Across Cognition, Domain, and Task

CDT: A Comprehensive Capability Framework for Large Language Models Across Cognition, Domain, and Task

128

0

0

29 Sep 2025

SEAL: Structure and Element Aware Learning to Improve Long Structured Document Retrieval

SEAL: Structure and Element Aware Learning to Improve Long Structured Document Retrieval

158

0

0

28 Aug 2025

KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model

KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model

Shouzheng Huang

...

412

7

0

26 Jun 2025