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Overlap, Unique and Conflict: Can LLMs Extract What They Can Recognize?
Eftekhar Hossain, Santu Karmaker
Understanding multi-perspective alternative narratives requires identifying how their information agrees, conflicts, or differs across sources. Existing work on cross-text relation…
Evaluating Whether LLMs Can Reliably Connect the DOTs?
Eftekhar Hossain, John Salvador, Santu Karmaker
Access to real-world information is often noisy and fragmented. Constructing a coherent narrative from such fragments requires models to reconstruct missing spans within a broader…
The Critical Role of Aspects in Measuring Document Similarity
Eftekhar Hossain, Tarnika Hazra, Ahatesham Bhuiyan +1
We introduce ASPECTSIM, a simple and interpretable framework that requires conditioning document similarity on an explicitly specified aspect, which is different from the tradition…
Instructional Goal-Aligned Question Generation for Student Evaluation in Virtual Lab Settings: How Closely Do LLMs Actually Align?
R. Alexander Knipper, Indrani Dey, Souvika Sarkar +3
Virtual Labs offer valuable opportunities for hands-on, inquiry-based science learning, yet teachers often struggle to adapt them to fit their instructional goals. Third-party mate…
Large Language Models for IT Automation Tasks: Are We There Yet?
Md Mahadi Hassan, John Salvador, Akond Rahman +1
LLMs show promise in code generation, yet their effectiveness for IT automation tasks, particularly for tools like Ansible, remains understudied. Existing benchmarks rely primarily…
Multi-Party Conversational Agents: A Survey
Sagar Sapkota, Mohammad Saqib Hasan, Mubarak Shah +1
Multi-party Conversational Agents (MPCAs) are systems designed to engage in dialogue with more than two participants simultaneously. Unlike traditional two-party agents, designing…
LLM for Comparative Narrative Analysis
Leo Kampen, Carlos Rabat Villarreal, Louis Yu +2
In this paper, we conducted a Multi-Perspective Comparative Narrative Analysis (CNA) on three prominent LLMs: GPT-3.5, PaLM2, and Llama2. We applied identical prompts and evaluated…
Set-Theoretic Compositionality of Sentence Embeddings
Naman Bansal, Yash mahajan, Sanjeev Sinha +1
Sentence encoders play a pivotal role in various NLP tasks; hence, an accurate evaluation of their compositional properties is paramount. However, existing evaluation methods predo…
BanglaLlama: LLaMA for Bangla Language
Abdullah Khan Zehady, Shubhashis Roy Dipta, Naymul Islam +2
Bangla is a language spoken by approximately 240 million native speakers and around 300 million people worldwide. Despite being the 5th largest spoken language in the world, Bangla…