5 papers
Tree-of-Concerns: Hierarchical Multi-Agent Debate for Unstated-Limitation Extraction in Scientific Critique
Sahil Mishra, Niranjan Rajeev, Tanmoy Chakraborty
As scientific literature grows and papers increasingly under-report limitations, multi-agent LLMs offer a promising approach to systematically uncover these hidden failure modes. H…
Route, Communicate, and Reason: Gated Routing and Adaptive Depth for Efficient Multi-Agent Reasoning
Sudipto Ghosh, Tanmoy Chakraborty
Multi-agent ensembling multiplies active parameters and inference cost without answering three basic questions: which agents to consult, how deeply a query should traverse a hierar…
Disentangling Intrinsic Importance from Emergent Structure in Multi-Expert Orchestration
Sudipto Ghosh, Sujoy Nath, Sunny Manchanda +1
Multi-expert systems, where multiple Large Language Models (LLMs) collaborate to solve complex tasks, are increasingly adopted for high-performance reasoning and generation. Howeve…
Multilingual LLMs Struggle to Link Orthography and Semantics in Bilingual Word Processing
Eshaan Tanwar, Gayatri Oke, Tanmoy Chakraborty
Bilingual lexical processing is shaped by the complex interplay of phonological, orthographic, and semantic features of two languages within an integrated mental lexicon. In humans…
Large Language Model Predicts Above Normal All India Summer Monsoon Rainfall in 2024
Ujjawal Sharma, Madhav Biyani, Akhil Dev Suresh +3
Reliable prediction of the All India Summer Monsoon Rainfall (AISMR) is pivotal for informed policymaking for the country, impacting the lives of billions of people. However, accur…