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9a69953f-e907-4900-b5e1-4ba224f7f961 | What are the limitations of current reasoning template approaches in promoting explainability and generalization? | Large Language Models (LLMs) have recently exhibited remarkable abilities in generating innovative and insightful content, spanning tasks such as solving mathematical problems, writing code, and even producing novel research ideas (Pham et al. 2025a). In the realm of fostering scholarly creativity, LLMs not only assist... | Current reasoning template approaches, while enhancing Large Language Model (LLM) performance in specific scenarios, face several limitations in promoting explainability and generalization. A primary limitation is their static and inflexible nature, which restricts adaptability and accuracy, particularly in novel, evol... | Deepseek-V3 | Gemini-2.5-Flash | B | [
{
"authors": "Tan-Hanh Pham, Chris Ngo",
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"content": "The growing integration of vision-language models (VLMs) in medical applications offers promising support for diagnostic reasoning. However, current medical VLMs often face limitations in generalization, transpa... | [
{
"authors": "Philipp Mondorf, Barbara Plank",
"concise_authors": "Mondorf et al. 2024a",
"content": "Despite the notable performance of large language models in prominent reasoning tasks (Bubeck et al., 2023;Fu et al., 2023), our review suggests that current models more closely resemble stochastic parr... | Challenges & Limitations | Computer Science | [
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7cf46004-ebb2-4645-a976-936f05058cad | What difficulties does multi-material personal fabrication face in application? | "Multi-material personal fabrication faces several significant challenges that impede its widespread(...TRUNCATED) | "Multi-material personal fabrication faces several challenges in application, primarily due to mater(...TRUNCATED) | Mistral-Small-3.1 | Deepseek-V3 | A | [{"authors":"A. Verma、Angshuman Kapil、D. Klobčar、Abhay Sharma","concise_authors":"Verma et al(...TRUNCATED) | [{"authors":"Shuo Feng、Yifan Shan、Xuening Wang、Ritik Batra、Tobias Weinberg、T. Roumen","con(...TRUNCATED) | Challenges & Limitations | Industrial Design | [{"authors":"Shuo Feng, Yifan Shan, Xuening Wang, Ritik Batra, Tobias Weinberg, T. Roumen","authors_(...TRUNCATED) |
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0a525b54-7096-46a6-aafd-d16944830511 | What community partnerships optimize strategies for early HIV testing programs? | "Community partnerships are critical in optimizing early HIV testing strategies by enhancing accessi(...TRUNCATED) | "Community partnerships play a crucial role in optimizing early HIV testing programs by leveraging l(...TRUNCATED) | QwQ-32B | Deepseek-V3 | B | [{"authors":"Pitchaya P. Indravudh、K. Fielding、M. Kumwenda、R. Nzawa、Richard Chilongosi、N. (...TRUNCATED) | [{"authors":"Pitchaya P. Indravudh、K. Fielding、M. Kumwenda、R. Nzawa、Richard Chilongosi、N. (...TRUNCATED) | Others | Public Health | [{"authors":"Sarah N Cox, Linxuan Wu, R. Wittenauer, Samantha Clark, D. A. Roberts, I. Nwogu, O. Vit(...TRUNCATED) |
e8241817-9400-4e38-80fa-d52a349a98d7 | What recent research investigates the role of mutation in ARG evolution dynamics? | "The role of mutation in Ancestral Recombination Graph (ARG) evolution dynamics has been a subject o(...TRUNCATED) | "Recent research investigates the role of mutation in the evolutionary dynamics associated with ARGs(...TRUNCATED) | Llama-4-Scout | Gemini-2.5-Pro-Preview | B | [{"authors":"Varsha Naidu、B. Shah、Claire Maher、I. Paulsen、Karl A. Hassan","concise_authors":(...TRUNCATED) | [{"authors":"Varsha Naidu、B. Shah、Claire Maher、I. Paulsen、Karl A. Hassan","concise_authors":(...TRUNCATED) | Paper Finding | Environmental Science | [{"authors":"Frederic Alberti","authors_url":[{"name":"Frederic Alberti","url":"https://www.semantic(...TRUNCATED) |
4673655f-b8d1-4d8c-969a-bcc9bd3bf595 | How can you determine whether the association between two variables is bidirectional? | "To determine whether the association between two variables is bidirectional, several methodological(...TRUNCATED) | "Determining whether the association between two variables is bidirectional typically involves longi(...TRUNCATED) | Claude-3-7-Sonnet | GPT-4.1-mini | B | [{"authors":"Zhiguang Huang、Jian Huang、C. Leung、Casper J. P. Zhang、B. Akinwunmi、Wai-Kit Mi(...TRUNCATED) | [{"authors":"Marcelo de Maio Nascimento、Charikleia Lampraki、Adilson Marques、É. Gouveia、J. C(...TRUNCATED) | Conceptual Explanation | Public Health | [{"authors":"Guanghao Zheng, Shuaiyun Xiao, Yu Cheng, Jianbiao Huang, Chengwei Luo, Lifen Peng, Tao (...TRUNCATED) |
77c24742-6e3d-45ad-9a5f-7802e33156cc | What new encapsulation technologies enhance probiotic viability during food processing challenges? | "Recent advances in encapsulation technologies have markedly enhanced the viability of probiotics du(...TRUNCATED) | "Recent advancements in encapsulation technologies have significantly improved probiotic viability d(...TRUNCATED) | GPT-4.1 | Grok-3 | A | [{"authors":"Haifu Jia、Yuanyuan Li、Yueling Tian、Nan Li、Miao Zheng、Wei Zhang、Yujun Jiang(...TRUNCATED) | [{"authors":"Srirengaraj Vijayaram、Reshma Sinha、C. Faggio、Einar Ringø、Chi-Chung Chou","conc(...TRUNCATED) | State-of-the-Art Assessment | Others | [{"authors":"Jeyanthi Palanivelu, S. Thanigaivel, S. Vickram, N. Dey, D. Mihaylova, I. Desseva","aut(...TRUNCATED) |
83e20ef3-90a1-4539-a0d3-d46c4660e32a | What recent progress characterises novel monolithic stationary phases for liquid chromatography? | "The development of novel monolithic stationary phases has significantly advanced liquid chromatogra(...TRUNCATED) | "Recent advancements in monolithic stationary phases for liquid chromatography (LC) emphasize enhanc(...TRUNCATED) | Llama-4-Scout | Deepseek-R1 | B | [{"authors":"Martina Nechvátalová、J. Urban","concise_authors":"Nechvátalová et al. 2022a","con(...TRUNCATED) | [{"authors":"Allan J. Alla、K. Stine","concise_authors":"Alla et al. 2022a","content":"Creating gra(...TRUNCATED) | State-of-the-Art Assessment | Biomedical Engineering | [{"authors":"Sravani Ratnam, Sarma Srs Eranki, Suryasree Pecchetty, Prakash Nathaniel Kumar Sarella"(...TRUNCATED) |
d50d734d-6a5d-42b7-bf32-fa2b720ba7e0 | How to study grammatical featurers in Mandarin by means of quantitative linguistics? | "Quantitative linguistics provides robust frameworks for studying grammatical features in Mandarin, (...TRUNCATED) | "Quantitative linguistics offers mathematical methods for the measurement, observation, modeling, an(...TRUNCATED) | Qwen3-32B | Gemini-2.5-Flash-Preview | A | [{"authors":"Shaoyun Huang、N. Schiller","concise_authors":"Huang et al. 2021a","content":"In Manda(...TRUNCATED) | [{"authors":"Jingxia Lin、Hongzhi Xu、M. Jiang、Chu-Ren Huang","concise_authors":"Lin et al. 2014(...TRUNCATED) | Methodology Inquiry | Linguistics | [{"authors":"Jingxia Lin, Hongzhi Xu, M. Jiang, Chu-Ren Huang","authors_url":[{"name":"Jingxia Lin",(...TRUNCATED) |
680c1fa0-937d-43f6-910e-7bae90cdf767 | What are the cultural influences on emotion recognition in face perception? | "Cultural norms profoundly shape how observers perceive and interpret facial expressions of emotion.(...TRUNCATED) | "Cultural influences significantly impact emotion recognition in face perception. Research has shown(...TRUNCATED) | o4-mini | Llama-4-Scout | B | [{"authors":"M. Pavlova、J. Heiz、A. Sokolov、A. Fallgatter、K. Barisnikov","concise_authors":"P(...TRUNCATED) | [{"authors":"A. Langlotz","concise_authors":"Langlotz et al. 2018a","content":"Remember that Ekman a(...TRUNCATED) | Conceptual Explanation | Psychology | [{"authors":"A. Langlotz","authors_url":[{"name":"A. Langlotz","url":"https://www.semanticscholar.or(...TRUNCATED) |
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