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nlp
23 postsEmpero AI Launches Qwythos-9B-v2: Looping Issues Resolved and Robustness Enhanced
Empero AI's Qwythos-9B-v2 resolves looping issues and enhances robustness, offering a 1M-token context for advanced applications.
Don't Let the LLM Speak, Just Probe Its Hidden State
LLMs already encode the answer in hidden states before generating text. A tiny probe turns this into fast, cheap, calibrated zero-shot classifiers without generation.
LFM2.5-Encoders: Fast Long-Context Inference on CPU
LFM2.5-Encoders released on Hugging Face offer fast performance for long-context inference on CPUs.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comDKSplit – Fast Word Segmentation for Python
DKSplit is a Python library for fast word segmentation. Ideal for identifying brands and extracting keywords.
One encoder, seven heads: lessons from training a unified security classifier
We consolidated seven sequence classifiers into one multi-head model, sharing insights from our training process and results.
Show HN: Slopsift – A local, graph-backed linter for AI writing
SlopSift is a local graph-backed linter that identifies writing errors and filler content.
EU AI Act OpenRAG: 933 Legally Structured Chunks and BGE-M3 Embeddings
Explore the EU AI Act OpenRAG, featuring 933 structured chunks and BGE-M3 embeddings for legal-NLP experiments.
1.5B Model Trained to Write Shell Commands on a Laptop CPU
User trains a 1.5B Qwen2.5-Coder model to generate shell commands. It operates on a laptop.
Claude Opus 5's Odd Behavior: Writing with Ambiguous Input
The odd behavior of Claude Opus 5 when faced with ambiguous inputs was discovered. Important implications for engineers.
Same input yielded different translations each time. The bug was unexpected.
If the same input gives different outputs, check for close scoring ties in translations.