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20242026
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cs.CL2026

Idea2Plan: Exploring AI-Powered Research Planning

Jin Huang, Silviu Cucerzan, Sujay Kumar Jauhar +1

The paper studies how large language models can turn research ideas into detailed research plans, introducing the Idea2Plan benchmark and evaluating models like GPT‑5 on this task.

cs.CL2026

Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference

Ben Finkelshtein, Silviu Cucerzan, Sujay Kumar Jauhar +1

Large language models (LLMs) are increasingly used for text-rich graph machine learning tasks such as node classification in high-impact domains like fraud detection and recommenda…

cs.CL2025

Evaluating Style-Personalized Text Generation: Challenges and Directions

Anubhav Jangra, Bahareh Sarrafzadeh, Silviu Cucerzan +2

With the surge of large language models (LLMs) and their ability to produce customized output, style-personalized text generation--"write like me"--has become a rapidly growing are…

cs.CL2025

ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Jinheon Baek, Sujay Kumar Jauhar, Silviu Cucerzan +1

The pace of scientific research, vital for improving human life, is complex, slow, and needs specialized expertise. Meanwhile, novel, impactful research often stems from both a dee…

cs.CL2024

Neon: News Entity-Interaction Extraction for Enhanced Question Answering

Sneha Singhania, Silviu Cucerzan, Allen Herring +1

Capturing fresh information in near real-time and using it to augment existing large language models (LLMs) is essential to generate up-to-date, grounded, and reliable output. This…

cs.CL2024

Knowledge-Centric Templatic Views of Documents

Isabel Cachola, Silviu Cucerzan, Allen Herring +3

Authors seeking to communicate with broader audiences often share their ideas in various document formats, such as slide decks, newsletters, reports, and posters. Prior work on doc…