setfit

Low latency, High Accuracy, Custom Query routers for Humans and Agents. Built by Prithivi Da

Hierarchical RAG architecture scaling to 693K chunks on consumer hardware (4GB VRAM). Features 3-address routing, hybrid vector+graph fusion, and SetFit classification.

Slides, Notebook and Data for Presentation: DataHour: Harnessing ML and NLP for Elevated Customer Experiences

Playing with SetFit approach for few-shot transfer for text classification

Issue report classification demo with SetFit and Ollama for NASA's Flight System software repositories

Repository for the paper "Literary Metaphor Detection with LLM Fine-Tuning and Few-Shot Learning".

Hacking SetFit so that it works with integrated gradients.

This repository contains code developed for the SVAR project (Trafikverket 2023-2025).

SciBERT-based scientific abstract classification using SetFit framework with context injection data augmentation

A multi-head classifier using SetFit for query preprocessing

Weighted Attention Message Pruner (WAMP) Proxy - prunes redundant messages from LLM history to save up to 50% in token costs while preserving core context

A sentiment analysis API server

Solving the IberAuTexTIfication task from IberLEF 2024

Event-driven Gmail phishing risk detection, explainable scoring, labels, and dashboard

Crawler for mapping networks of accounts posting violent content on Instagram Reels

This project implements and extends SetFit for few-shot text classification, along with advanced improvements such as hard negative mining and open-set recognition.

End-to-end NLP analysis of 62k+ German restaurant profiles using SetFit, multilingual Sentence Transformers, web scraping and market analytics.

Independent SetFit reproduction and paper-code audit: ten-seed CR results, deterministic few-shot pipeline, trained MPNet release, terminal model lab, tests, and self-contained research site.

Solving a dataset generated from the OffendES collection