Browsing: LLM

📄 Tech Report: http://allenai.org/papers/benchmirt | 📊 Data: https://huggingface.co/collections/allenai/benchmirt | 💻 Code: https://github.com/allenai/BenchMIRT Today we’re introducing BenchMIRT, a new method for…

Constrained decoding solved a real problem. Before grammar-based methods like Outlines and SGLang, getting valid JSON from a language model…

Three weeks after I turned on Structured Outputs for a pipeline that parsed payment confirmation messages into transaction records, I…

“Agents used this message board to coordinate several large-scale collective projects to find a general-purpose way to fool or tamper…

Key takeaways : point a normal chat-oriented LLM runtime at a live robot camera and three things break at once:…

where one agent generated a SQL query from a user’s natural-language question and a second agent — “the judge” —…

? Let me provide a real, personal example. We fine-tuned a 7B parameter model which completely blows foundation models out…

fades behind the horizon — dusk. You shift around anxiously, fiddling with your sword and bow — in this world,…

are built the agentic way: put a model wherever a decision needs judgment, and let it decide. That means a…

is attractive when working with private data or building workflows that should run on our own machine. And those workflows…