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20242026
most citedFoundation Models for Music: A Survey

8 citations · 9 across the 10 of their papers we have counts for

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11 papers · 1 filter

cs.CL2026

Encyclo-K: Evaluating LLMs with Dynamically Composed Knowledge Statements

Yiming Liang, Yizhi Li, Yantao Du +14

Benchmarks play a crucial role in tracking the rapid advancement of large language models (LLMs) and identifying their capability boundaries. However, existing benchmarks predomina…

cs.CL2025

Seeing isn't Hearing: Benchmarking Vision Language Models at Interpreting Spectrograms

Tyler Loakman, Joseph James, Chenghua Lin

With the rise of Large Language Models (LLMs) and their vision-enabled counterparts (VLMs), numerous works have investigated their capabilities in tasks that fuse the modalities of…

cs.CL2025

COIG-Writer: A High-Quality Dataset for Chinese Creative Writing with Thought Processes

Yunwen Li, Shuangshuang Ying, Xingwei Qu +16

Large language models exhibit systematic deficiencies in creative writing, particularly in non-English contexts where training data is scarce and lacks process-level supervision. W…

cs.CL2025

Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures

Shuangshuang Ying, Yunwen Li, Xingwei Qu +21

Current preference learning methods achieve high accuracy on standard benchmarks but exhibit significant performance degradation when objective quality signals are removed. We intr…

cs.CL2025

A Survey on Latent Reasoning

Rui-Jie Zhu, Tianhao Peng, Tianhao Cheng +30

Large Language Models (LLMs) have demonstrated impressive reasoning capabilities, especially when guided by explicit chain-of-thought (CoT) reasoning that verbalizes intermediate s…

cs.CL2025

Overview of the NLPCC 2025 Shared Task: Gender Bias Mitigation Challenge

Yizhi Li, Ge Zhang, Hanhua Hong +2

As natural language processing for gender bias becomes a significant interdisciplinary topic, the prevalent data-driven techniques, such as pre-trained language models, suffer from…