Menglin Xia
current affiliationAmazon (United States), Seattle, United States
Menglin Xia has 2 papers on this site, in 2016–2024, most of them on Efficient models & compression, Grammatical error correction & learner language; often with Chin-Yew Lin, Huiqiang Jiang, Lili Qiu.
OpenAlex · h-index 3 · 6 works · 159 citations OpenAlex, 2026-10-14
Affiliations
- Amazon (United States) · Seattle, United States — current · 2019–2021 on 5 papers
Topics
Papers
- Text Readability Assessment for Second Language Learners (2016 · 222 citations)
The paper addresses automatic readability grading for learners of English as a second language. The main obstacle is that almost all level-annotated corpora target native-speaking children, and their levels reflect native criteria. The authors build a small CEFR-graded set of reading passages from Cambridge English… - LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression (2024 · 159 citations)
Long prompts built with techniques like RAG, in-context learning or chain-of-thought increase the cost and latency of LLM inference.
Co-authors here
Cited by
This page in Markdown → https://md.research.elamur.ai/free/en/authors/menglin-xia/