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Xu Jia (1EchA)

NLP / LLM Engineering · Evaluation · Reproducibility · Reliable Inference

Python PyTorch Hugging Face Blog Internship Location


Focus: Chinese NLP (Spelling Correction), Over-correction Control, Reliable LLM Inference.
I specialize in translating research concepts into reproducible, evaluable, and deployment-ready systems.

🇨🇳 关于我
正在寻找 NLP / 大模型工程方向实习(北京 / 深圳 / 远程)。
擅长将研究想法落地为可复现、可评测、可部署的工程系统。
核心关注:中文拼写纠错(CSC)、由粗到细的误改控制(FPR)、模型可靠性。

Email Me · GitHub Profile


🔭 Featured Work (Private / In Progress)

Chinese Spelling Correction (CSC) — Stable & Low-FPR

Status

A Chinese text correction system that prioritizes reducing over-correction (false edits) while maintaining strong correction quality.

Key Engineering Points:

  • Fine-grained Error Typing: Distinguishing between phonetic (音) and shape-based (形) errors.
  • Dual-Stage Pipeline: Candidate generation → Rescoring / Filtering.
  • Type-Aware Calibration: Strict control over False Positive Rate (FPR).

中文说明: 一个重点降低“误改/过纠”(FPR)的中文拼写纠错系统。目前正在进行由粗到细的错误类型分类及两阶段流水线开发。计划在论文设计完成后开源。


📂 Selected Public Repos

Project Description Tech / Topic
how-to-vibecoding Vibecoding 系列教程:从环境搭建到多智能体协作的实战指南 AI Coding MCP Tutorial
Volatility-Regime-Momentum Quant Research: A-share momentum strategies under different volatility regimes. Quant Finance A-Share
Codex-KBChat Productivity: macOS menubar knowledge base + chat for local Markdown vaults. Electron RAG Local-First
Predicting-medals Data Science: GBRT-based Olympic medal count prediction (Paper + Code). GBRT Data Mining
GAI-in-social-science Survey: Trend-based review and resources for GAI in social science. Survey Social Science

🤝 Collaboration & Services

Status

I am available for freelance development and MVP prototyping. 寻求兼职开发、外包接单及产品孵化合作。

  • MVP / Prototyping: Rapid demos for AI/NLP ideas (Backend + Simple UI).
  • Data Engineering: Complex data cleaning, format conversion, and deduplication (SQL/Python).
  • Automation: Workflow automation scripts and efficiency tools.

Connect with me via [email protected]

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