activity
20122026
most citedAlexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems

64 citations · 170 across the 33 of their papers we have counts for

collaborators

34 papers

cs.CL2026

PersEvalBench: Can LLM Evaluators Judge Contextually Appropriate Use of Persona Information?

Xinyi Liu, Hooshang Nayyeri, Emine Yilmaz +3

Large language model (LLM) evaluators are increasingly used to assess personalized assistants, yet whether they can reliably judge personalization has rarely been tested. We introd…

cs.AI2026

Belief-Calibrated Optimization: An Explicit World Model for Agentic Optimization

Yuhan Chen, Zhihua Tian, Mahavir Dabas +7

The performance of an LLM agent depends on the scaffold around a frozen model. A common way to improve that scaffold is to use a coding agent as an optimizer: it reads current scor…

cs.CL2026

Hear2Act: Benchmarking When Prosody Should Change What an Assistant Does

Xinyi Liu, Hooshang Nayyeri, Dilek Hakkani-Tur +5

Prosodic cues can carry task-relevant information that words omit, but existing benchmarks rarely test whether it changes downstream decisions. We introduce Hear2Act, a 480-scenari…

cs.CL2026

Beyond Individual Personas: Aligning Synthetic Dialogue to Population-Level Behavior Distributions

Xinyi Liu, Rinat Khaziev, Hooshang Nayyeri +3

Synthetic dialogue corpora are increasingly used as proxies for target dialogue data, yet persona-grounded generators optimize individual conversations rather than corpus compositi…

cs.AI2026

PReMISE: Policy Rubrics as Measurement Specifications for LLM Judges

Swastik Roy, Rajkumar Pujari, Tharindu Kumarage +5

LLM judges are increasingly used to evaluate open-ended responses, but their scores depend strongly on the rubrics that condition them. A vague rubric asking for a response to be `…

cs.CL2026

SWAN: Semantic Watermarking with Abstract Meaning Representation

Ziping Ye, Gourab Dey, Christos Christodoulopoulos +7

We introduce SWAN (Semantic Watermarking with Abstract Meaning Representation), a novel framework that embeds watermark signatures into the semantic structure of a sentence using A…