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Epilude is a local voice dictation tool for Mac that produces polished text.
Introduces CDR-Bench, a benchmark with 3,462 tasks to evaluate LLMs' ability to faithfully execute compositional, order-sensitive data refinement recipes. Experiments on 10+ LLMs reveal significant performance degradation in compositional and order-sensitive settings, highlighting a lack of procedural faithfulness.
Proposes ac-gpt, a simple modification to causal Transformers that enables evaluating and sampling from arbitrary conditionals (past, future, mixed) in a single forward pass while preserving left-to-right ordering and next-token prediction, allowing existing LLMs to be fine-tuned for arbitrary conditioning.
Simon Willison releases datasette-agent-edit 0.1a0, a base plugin for Datasette Agent that implements agentic text editing tools (view, str_replace, insert) reusable by other plugins.
EditLens is a regression model that quantifies the extent of AI editing in text, achieving state-of-the-art performance on binary and ternary classification tasks distinguishing human, AI, and mixed writing. It addresses the gap in detecting AI-edited rather than fully AI-generated text, with implications for authorship attribution, education, and policy.