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Prathyusha Jwalapuram

3 accepted papers

2026

MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks

ICML 2026poster

While multi-agent systems (MAS) promise elevated intelligence through coordination of agents, current approaches to automatic MAS design under-deliver. Such shortcomings stem from two key factors: (1) methodological complexity – agent orchestration is performed using sequential, code-level execution…

Cited by 0SourceScholar
2023

Pulling Out All The Full Stops: Punctuation Sensitivity in Neural Machine Translation and Evaluation

ACL 2023findings

Much of the work testing machine translation systems for robustness and sensitivity has been adversarial or tended towards testing noisy input such as spelling errors, or non-standard input such as dialects. In this work, we take a step back to investigate a sensitivity problem that can seem trivial…

2022

Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling

ACL 2022long

Given the claims of improved text generation quality across various pre-trained neural models, we consider the coherence evaluation of machine generated text to be one of the principal applications of coherence models that needs to be investigated. Prior work in neural coherence modeling has primari…