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20242026
most citedMLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility

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cs.CL2026

EmoNet-Voice: A Fine-Grained, Expert-Verified Benchmark for Speech Emotion Detection

Christoph Schuhmann, Robert Kaczmarczyk, Gollam Rabby +6

Speech emotion recognition (SER) systems are constrained by existing datasets that typically cover only 6-10 basic emotions, lack scale and diversity, and face ethical challenges w…

cs.CL2025

SelfCheck-Eval: A Multi-Module Framework for Zero-Resource Hallucination Detection in Large Language Models

Diyana Muhammed, Giusy Giulia Tuccari, Gollam Rabby +2

Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse applications, from open-domain question answering to scientific writing, medical decision supp…

cs.CL2025

Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees

Gollam Rabby, Diyana Muhammed, Prasenjit Mitra +1

Scientific hypothesis generation is a fundamentally challenging task in research, requiring the synthesis of novel and empirically grounded insights. Traditional approaches rely on…

cs.CL2025

SCI-IDEA: Context-Aware Scientific Ideation Using Token and Sentence Embeddings

Farhana Keya, Gollam Rabby, Prasenjit Mitra +3

Every scientific discovery starts with an idea inspired by prior work, interdisciplinary concepts, and emerging challenges. Recent advancements in large language models (LLMs) trai…

cs.CL2024

NeuroSym-BioCAT: Leveraging Neuro-Symbolic Methods for Biomedical Scholarly Document Categorization and Question Answering

Parvez Zamil, Gollam Rabby, Md. Sadekur Rahman +1

The growing volume of biomedical scholarly document abstracts presents an increasing challenge in efficiently retrieving accurate and relevant information. To address this, we intr…