clef

A cross platform tool to read & query JSON aka CLEF log files created by Serilog

ICD-BERT: Multi-label Classification of ICD-10 Codes with BERT (CLEF 2019)

GeoLifeCLEF challenge toolkit and starter code

Blazing fast, self-hosted structured decisions for open models with a TypeSafe AI compatible API, written in Rust.

A JavaScript library for displaying notes on a music staff. 🎼

Claude Code plugin that picks the model and effort for each turn (micro, low, medium, or high tier), advised by Jev, Clef, OpenAI, or a local Ollama classifier.

ry stands for route yes: an AI router for 404s, powered by Cloudflare Clef

🔬Challenge on VQA and synthetic GI images for enhanced diagnostic AI | 🌐 imageclef.org/2025/medical/vqa | 🇪🇸 CLEF 2025, Madrid

🤖 In this work, we present our approach for the Author Profiling task of PAN 2019. The task is divided into two sub-problems, bot, and gender detection, for two different languages: English and Spanish.

🚀 Installs Geth (Go Ethereum) and tools (abigen, bootnode, clef, evm, rlpdump) into your actions workflow

Repository accompanying the CLEF 2020 eRisk Workshop Working Notes for the iLab team (University Of Strathclyde)

Local MCP server exposing the Cloudflare Clef-Flash decision model to AI agents — structured decisions with probability outputs, fully offline via llama.cpp.

Clever is a simple cli application to view CLEF Logs. Written in Rust & powered by Ratatui

Touché Task 2 of https://webis.de/events/touche-21/ by team Mercutio. Paper available at Touché@clef 2021. Original repository: https://git.informatik.uni-leipzig.de/depressed-spiders/comparative-argument-retrieval

A compact event format log (clef) viewer write in Rust

Structured logging to Seq for Laravel. Ships batched CLEF events after the response is sent.

Jev Decisions Plugin for Hermes (and other AI Agents): tool risk reviews, human approval recommendations, evidence checks, a local decision journal, local decision supervision, and learned corrections.

Command line CLEF parser and viewer

Human-centered multimodal sexism detection for EXIST 2026 (CLEF) Task 2: a five-stream FiLM-conditioned cross-attention model that fuses meme text, image, annotator demographics, and biometric signals. Team VANGUARD.

Production inference server for open Jev-like decision models (Jev/SystemOne /v1/systemone). Clef-Flash on vLLM: 45 ms p50, 2x throughput, verified against the reference.