Papers by Rahul Mishra
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size (2025.coling-industry)
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Ashok Urlana, Charaka Vinayak Kumar, Bala Mallikarjunarao Garlapati, Ajeet Kumar Singh, Rahul Mishra
| Challenge: | Large language models are playing a pivotal role in deploying strategic use cases across organizations . lack of studies examining potential challenges and risks associated with LLMs . |
| Approach: | They propose a case study and a practical guide for industries to utilize LLMs more efficiently. |
| Outcome: | The proposed study examines the literature on large language models with industry practitioners and examines industrial publications to address these questions. |
Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects - A Survey (2024.findings-acl)
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| Challenge: | scholarly attention has turned to the development of text summarization methods that are more closely tailored and controlled to align with specific objectives and user needs. |
| Approach: | They formalize a controllable text summarization task and categorize controllability attributes according to their shared characteristics and objectives. |
| Outcome: | The proposed method is tailored to meet the specific intent and needs of users. |
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph (2025.naacl-short)
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| Challenge: | Recent attempts at screenplay summarization focus on fine-tuning transformer-based pre-trained models, but these models often fall short in capturing long-term dependencies and latent relationships. |
| Approach: | They propose a novel resource that represents movie scripts as a movie character-aware discourse graph (CaD Graph) this resource aims to preserve all salient information, offering a more comprehensive and faithful representation of the screenplay’s content. |
| Outcome: | The proposed model preserves all salient information, offering a more comprehensive and faithful representation of the screenplay’s content. |