Large-scale pretrained models for goal-directed dialog

Open-vocabulary Object Segmentation with Diffusion Models

This is a list of open-source projects at Microsoft Research NLP Group

Beginner-friendly Python RAG project that turns StackOverflow Q&A data into a grounded knowledge assistant using sentence-transformer embeddings, FAISS retrieval, and strict citation-based LLM answering.

Financial report grounded QA post-training with QLoRA SFT, DPO preference learning, citation/numeric evaluation, and badcase analysis.

Developer-first prompt engineering patterns for grounded, testable, and reliable AI outputs.

Secure Enterprise RAG platform with RBAC enforcement, OWASP LLM defenses, hybrid retrieval, grounded generation, explainability, and zero-trust context pipelines.

Turn a product idea into a grounded, buildable SRD suite — a skills.sh agent skill

URIM is a local grounded chat runtime for querying boxed authority content with a fixed, deterministic retrieval pipeline.

Grounded RAG v1 specification with abstain/partial semantics

Multi-agent resume & cover-letter engine — grounded generation with a hard groundedness gate, ATS/recruiter simulation, dual-model QC.

Adaptive quiz generation from PDFs using interpretable NLP, grounded LLMs, and deep knowledge tracing.

RAG system for Trine University international students. Provides grounded answers on admissions, CPT/OPT, scholarships, insurance using 10 FAQ documents. Built with Python, ChromaDB, Groq LLM, and Gradio UI

Personal RAG avatar agent that answers in my voice using a private, continuously evolving knowledge base with grounded retrieval.

ComfyUI Custom Nodes for Gen Searcher and other tools

KG-based Text World Models & Semantic Dynamics for Conversational AI — build, simulate, and reason over a user's semantic world with text-native graphs and time-aware rules.

一个面向职业内容检索与证据化总结的 AI Native Web 应用，支持混合检索、引用和证据片段展示。

Strictly-grounded RAG chat on Adobe Spectrum docs — Algolia Agent Studio + Algolia index. Per-answer grounding judge (3-judge panel: Skeptic/Referee/Advocate) surfaced as a Confidence chip → breakdown drawer. Reusable Algolia-Central-[company] template.

Query an Obsidian or Markdown vault with local retrieval, exact selected-source citation validation and fail-closed refusal.