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LLMs have demonstrated commendable performance across diverse domains. Nevertheless, formulating high-quality prompts to assist them in their work poses a challenge for non-AI experts. Existing research in prompt engineering suggests…

ResearchPilot is an open-source, self-hostable multi-agent system for literature-review assistance. Given a natural-language research question, it retrieves papers from Semantic Scholar and arXiv, extracts structured findings from paper…

信息检索 · 计算机科学 2026-03-17 Peng Zhang

The quality of AI-generated output is often attributed to prompting technique, but extensive empirical observation suggests that context completeness may be more strongly associated with output quality. This paper introduces Context…

人工智能 · 计算机科学 2026-04-07 Elias Calboreanu

As a popular form of science communication, science stories attract readers because they combine engaging narratives with comprehensible scientific knowledge. However, crafting such stories requires substantial skill and effort, as writers…

人机交互 · 计算机科学 2025-04-30 Yu Zhang , Kexue Fu , Zhicong Lu

Large language models optimized for instruction following and agentic tasks remain poorly aligned with the requirements of high-quality creative writing. Fiction frequently depends on behaviors that assistant-tuned models are explicitly…

人工智能 · 计算机科学 2026-05-19 Jan Zierstek , Matteo Batelic , Maya Medjad , Tim Schönenberger

Creators struggle to edit long-form, narrative-rich videos not because of UI complexity, but due to the cognitive demands of searching, storyboarding, and sequencing hours of footage. Existing transcript- or embedding-based methods fall…

人工智能 · 计算机科学 2025-09-30 Zihan Ding , Xinyi Wang , Junlong Chen , Per Ola Kristensson , Junxiao Shen

We introduce ArcDeck, a multi-agent framework that formulates paper-to-slide generation as a structured narrative reconstruction task. Unlike existing methods that directly summarize raw text into slides, ArcDeck explicitly models the…

人工智能 · 计算机科学 2026-04-15 Tarik Can Ozden , Sachidanand VS , Furkan Horoz , Ozgur Kara , Junho Kim , James Matthew Rehg

We present PresentAgent, a multimodal agent that transforms long-form documents into narrated presentation videos. While existing approaches are limited to generating static slides or text summaries, our method advances beyond these…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Jingwei Shi , Zeyu Zhang , Biao Wu , Yanjie Liang , Meng Fang , Ling Chen , Yang Zhao

GitHub has become a popular social application platform, where a large number of users post their open source projects. In particular, an increasing number of researchers release repositories of source code related to their research papers…

社会与信息网络 · 计算机科学 2020-04-14 Huajie Shao , Dachun Sun , Jiahao Wu , Zecheng Zhang , Aston Zhang , Shuochao Yao , Shengzhong Liu , Tianshi Wang , Chao Zhang , Tarek Abdelzaher

Contracts are a common type of legal document that frequent in several day-to-day business workflows. However, there has been very limited NLP research in processing such documents, and even lesser in generating them. These contracts are…

计算与语言 · 计算机科学 2021-11-01 Vinay Aggarwal , Aparna Garimella , Balaji Vasan Srinivasan , Anandhavelu N , Rajiv Jain

The effective communication of procedural knowledge remains a significant challenge in natural language processing (NLP), as purely textual instructions often fail to convey complex physical actions and spatial relationships. We address…

计算与语言 · 计算机科学 2025-05-23 Jing Bi , Pinxin Liu , Ali Vosoughi , Jiarui Wu , Jinxi He , Chenliang Xu

Textual explanations have proved to help improve user satisfaction on machine-made recommendations. However, current mainstream solutions loosely connect the learning of explanation with the learning of recommendation: for example, they are…

信息检索 · 计算机科学 2021-01-26 Aobo Yang , Nan Wang , Hongbo Deng , Hongning Wang

The exponential growth of machine learning submissions has strained the traditional peer review process, resulting in slow feedback loops for authors and an immense burden on reviewers to rigorously audit technical soundness and verify…

多智能体系统 · 计算机科学 2026-05-12 Palash Goyal , Mihir Parmar , Yiwen Song , Hamid Palangi , Tomas Pfister , Jinsung Yoon

Narrative inquiry has been one of the prominent application domains for the analysis of human experience, aiming to know more about the complexity of human society. However, researchers are often required to transform various forms of data…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Runtong Wu , Jiayao Song , Fei Teng , Xianhao Ren , Yuyan Gao , Kailun Yang

The advent of artificial intelligence (AI) has enabled a comprehensive exploration of materials for various applications. However, AI models often prioritize frequently encountered materials in the scientific literature, limiting the…

Stories or narratives are comprised of a sequence of events. To compose interesting stories, professional writers often leverage a creative writing technique called flashback that inserts past events into current storylines as we commonly…

计算与语言 · 计算机科学 2022-05-05 Rujun Han , Hong Chen , Yufei Tian , Nanyun Peng

Stories generated with neural language models have shown promise in grammatical and stylistic consistency. However, the generated stories are still lacking in common sense reasoning, e.g., they often contain sentences deprived of world…

机器学习 · 计算机科学 2020-03-02 Huanru Henry Mao , Bodhisattwa Prasad Majumder , Julian McAuley , Garrison W. Cottrell

Developing text-driven symbolic music generation models remains challenging due to the scarcity of aligned text-music datasets and the unreliability of automated captioning pipelines. While most efforts have focused on MIDI, sheet music…

Humans are black boxes -- we cannot observe their neural processes, yet society functions by evaluating verifiable arguments. AI explainability should follow this principle: stakeholders need verifiable reasoning chains, not mechanistic…

机器学习 · 计算机科学 2025-10-07 Ege Cakar , Per Ola Kristensson

How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language? This is an emerging topic with recent progress in synthetic or constrained…

人工智能 · 计算机科学 2021-12-17 Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang