updated 2 public sources
author_on_bytedance_seed_reportnatural_language_processingtext_summarizationmultimodal_mlmachine_translation

Current frame

NLP and multimodal language researcher with publications in summarization, retrieval, translation, and LLM-related methods

Extended note

Publicly attributable work under the name Xinnian Liang appears in DBLP from 2020 onward across natural language processing and multimodal language research. Listed publications include work on unsupervised and dialogue summarization, retrieval-augmented ranking and classification, multilingual and multimodal translation, translation quality estimation, and LLM-related instruction mining and memory systems. Liang is also listed as a coauthor on ByteDance Seed's 2025 arXiv report Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning. No reliable public homepage, education history, or role-specific employment page was found in this pass, so those fields are left unchanged.