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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…
TopoTuner: Topological Finetuning of Large Language Models
Abdulkadir Erol, Yash Mahajan, Vepaul Hariprashad +4
Full fine-tuning remains a strong way to adapt pretrained LLMs, but it updates all weights and can be expensive. LoRA reduces the number of trainable parameters, but it does not di…
Exploring LLMs for South Asian Music Understanding and Generation
Faria Binte Kader, Mohtasim Hadi Rafi, Shah Wasif Sajjad +1
Recent advancements in Large Language Models (LLMs) have shown promising results in music understanding and generation tasks. However, existing works remain confined to Western ton…
OmniToM: Benchmarking Theory of Mind in LLMs via Explicit Belief Modeling
Adam Bawatneh, Sagar Sapkota, Amrit Singh Bedi +2
Theory of Mind (ToM), the ability to infer others' knowledge, intentions, and emotions, is commonly evaluated in large language models (LLMs) using end-point question answering, wh…
The Path Not Taken: Duality in Reasoning about Program Execution
Eshgin Hasanov, Md Mahadi Hassan Sibat, Santu Karmaker +1
Large language models (LLMs) have shown remarkable capabilities across diverse coding tasks. However, their adoption requires a true understanding of program execution rather than…
FinTradeBench: A Financial Reasoning Benchmark for LLMs
Yogesh Agrawal, Aniruddha Dutta, Md Mahadi Hasan +2
Financial analysis requires reasoning over heterogeneous signals, including company fundamentals from regulatory filings and trading signals derived from market prices. However, ex…
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…