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Jinjian Liu

2 accepted papers

2026

DS SERVE: A Framework for Efficient and Scalable Neural Retrieval

AAAI 2026technical

We present DS SERVE, a framework that transforms large-scale text datasets—comprising half a trillion tokens—into a high-performance neural retrieval system. DS SERVE offers both a web interface and API endpoints, achieving low latency with modest memory overhead on a single node. The framework also

Cited by 0SourcePDFScholar
2025

GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents

NeurIPS 2025poster

Developing high-performance software is a complex task that requires specialized expertise. We introduce GSO, a benchmark for evaluating language models' capabilities in developing high-performance software. We develop an automated pipeline that generates and executes performance tests to analyze r…

Cited by 0SourcecodeScholar