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Large Language Models (LLMs) demonstrate remarkable proficiency in generating accurate and fluent text. However, they often struggle with diversity and novelty, leading to repetitive or overly deterministic responses. These limitations stem…

计算与语言 · 计算机科学 2025-02-19 Arash Lagzian , Srinivas Anumasa , Dianbo Liu

Automatic generation of natural language from images has attracted extensive attention. In this paper, we take one step further to investigate generation of poetic language (with multiple lines) to an image for automatic poetry creation.…

计算机视觉与模式识别 · 计算机科学 2018-10-11 Bei Liu , Jianlong Fu , Makoto P. Kato , Masatoshi Yoshikawa

Art, as a universal language, can be interpreted in diverse ways, with artworks embodying profound meanings and nuances. The advent of Large Language Models (LLMs) and the availability of Multimodal Large Language Models (MLLMs) raise the…

计算与语言 · 计算机科学 2025-02-10 Afshin Khadangi , Amir Sartipi , Igor Tchappi , Gilbert Fridgen

Large Language Models (LLMs) are increasingly used as automated evaluators in natural language generation, yet it remains unclear whether they can accurately replicate human judgments of error severity. In this study, we systematically…

计算与语言 · 计算机科学 2025-06-10 Diege Sun , Guanyi Chen , Zhao Fan , Xiaorong Cheng , Tingting He

Large language models (LLMs) are often described as multilingual because they can understand and respond in many languages. However, speaking a language is not the same as reasoning within a culture. This distinction motivates a critical…

计算与语言 · 计算机科学 2026-04-07 Yuan Chang , Jiaming Qu , Zhu Li

Artificial Intelligence (AI), along with the recent progress in biomedical language understanding, is gradually changing medical practice. With the development of biomedical language understanding benchmarks, AI applications are widely used…

We introduce Creativity Benchmark, an evaluation framework for large language models (LLMs) in marketing creativity. The benchmark covers 100 brands (12 categories) and three prompt types (Insights, Ideas, Wild Ideas). Human pairwise…

计算与语言 · 计算机科学 2025-10-21 Ninad Bhat , Kieran Browne , Pip Bingemann

Large language models have exhibited significant enhancements in performance across various tasks. However, the complexity of their evaluation increases as these models generate more fluent and coherent content. Current multilingual…

计算与语言 · 计算机科学 2024-12-11 Xiaonan Wang , Jinyoung Yeo , Joon-Ho Lim , Hansaem Kim

Biomedical language understanding benchmarks are the driving forces for artificial intelligence applications with large language model (LLM) back-ends. However, most current benchmarks: (a) are limited to English which makes it challenging…

计算与语言 · 计算机科学 2023-10-24 Wei Zhu , Xiaoling Wang , Huanran Zheng , Mosha Chen , Buzhou Tang

In recent years, deep learning has significantly advanced the MIDI domain, solidifying music generation as a key application of artificial intelligence. However, existing research primarily focuses on Western music and encounters challenges…

声音 · 计算机科学 2025-03-07 Jiatao Chen , Tianming Xie , Xing Tang , Jing Wang , Wenjing Dong , Bing Shi

The glyphic writing system of Chinese incorporates information-rich visual features in each character, such as radicals that provide hints about meaning or pronunciation. However, there has been no investigation into whether contemporary…

计算与语言 · 计算机科学 2025-01-31 Xiaofeng Wu , Karl Stratos , Wei Xu

Recent advances in large language models (LLMs) have led to substantial progress in domain-specific applications, particularly within the legal domain. However, general-purpose models such as GPT-4 often struggle with specialized subdomains…

人工智能 · 计算机科学 2026-01-16 Zixun Lan , Maochun Xu , Yifan Ren , Rui Wu , Jianghui Zhou , Xueyang Cheng , Jianan Ding Ding , Xinheng Wang , Mingmin Chi , Fei Ma

The recent advancements in artificial intelligence highlight the potential of language models in psychological health support. While models trained on data from mental health service platform have achieved preliminary success, challenges…

计算与语言 · 计算机科学 2024-03-26 Hongbin Na

Emotion and personality are central elements in understanding human psychological states. Emotions reflect an individual subjective experiences, while personality reveals relatively stable behavioral and cognitive patterns. Existing…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Jingyi Zhou , Senlin Luo , Haofan Chen

We introduce CHARM, the first benchmark for comprehensively and in-depth evaluating the commonsense reasoning ability of large language models (LLMs) in Chinese, which covers both globally known and Chinese-specific commonsense. We…

计算与语言 · 计算机科学 2024-12-11 Jiaxing Sun , Weiquan Huang , Jiang Wu , Chenya Gu , Wei Li , Songyang Zhang , Hang Yan , Conghui He

Much work has been done in understanding human creativity and defining measures to evaluate creativity. This is necessary mainly for the reason of having an objective and automatic way of quantifying creative artifacts. In this work, we…

机器学习 · 计算机科学 2017-07-19 Disha Shrivastava , Saneem Ahmed CG , Anirban Laha , Karthik Sankaranarayanan

Large language models (LLMs) have shown the potential to be integrated into human daily lives. Therefore, user preference is the most critical criterion for assessing LLMs' performance in real-world scenarios. However, existing benchmarks…

计算与语言 · 计算机科学 2023-07-28 Liang Xu , Anqi Li , Lei Zhu , Hang Xue , Changtai Zhu , Kangkang Zhao , Haonan He , Xuanwei Zhang , Qiyue Kang , Zhenzhong Lan

As large language models (LLMs) are increasingly applied to creative writing, their performance on culturally specific narrative tasks warrants systematic investigation. This study constructs the first Chinese film script continuation…

计算与语言 · 计算机科学 2026-01-22 Yuxuan Cao , Zida Yang , Ye Wang

From a pragmatic perspective, this study systematically evaluates the differences in performance among representative large language models (LLMs) in recognizing politeness, impoliteness, and mock politeness phenomena in Chinese. Addressing…

计算与语言 · 计算机科学 2026-04-13 Yitong Zhang , Yuhan Xiang , Mingxuan Liu

In this work, we demonstrate a Chinese classical poetry generation system called Deep Poetry. Existing systems for Chinese classical poetry generation are mostly template-based and very few of them can accept multi-modal input. Unlike…

计算与语言 · 计算机科学 2019-11-20 Yusen Liu , Dayiheng Liu , Jiancheng Lv