ICD-BERT: Multi-label Classification of ICD-10 Codes with BERT (CLEF 2019)
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Updated
Mar 12, 2023 - Python
ICD-BERT: Multi-label Classification of ICD-10 Codes with BERT (CLEF 2019)
🤖 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.
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
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.
Fine-tune Cloudflare's open-source Clef / Clef-flash decision models (LoRA + joint schema head) for vertical decisions like insurance claims and compliance
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.
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.
Clef 2026 CheckThat Task 1: Placed 3rd overall 🥉
Scripts, figures and working notes for the participation in FungiCLEF-2022, part of the 13th CLEF Conference, 2022
Unofficial skill for building with decision models (Jev, Clef, pplx-decider, ai_decide, Ollama): typed decisions, calibrated confidence, provider differences, and prior art sorted by implementation shape.
A local-only rubric grading workspace with customizable decision models and optional AI explanations.
Local Clef decision model as a LangGraph router vs. a tool-calling agent: accuracy and latency on 2x RTX A5000
DOGA (by @0z1-ghb) fork, adding Jev response contracts to Hermes with OpenRouter primary and TypeSafe fallback.
A safety boundary for AI-assisted Home Assistant decisions, with explicit policy checks and deterministic state verification.
Scripts, figures and working notes for the participation in SnakeCLEF-2022, part of the 13th CLEF Conference, 2022
Calibration-first evaluation toolkit for Cloudflare's Clef decision models. Judge cheap, audit confidence.
Browser automation with Cloudflare Workers AI: Clef decisions, GPT-OSS text generation, and verified Jev comparisons. Independent fork of browser-use/jev-ultrafast.
Clef-steered ingestion and retrieval for any vector database: Cloudflare Workers AI, self-hosted, or local Clef / Clef-flash weights
Head-to-head stress comparison of Jev (TypeSafe System One) vs Cloudflare Clef / Clef-flash decision models — launch-week 159-call battery, harness, and raw evidence.
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