







WASM-backed rich text library with flat facets, 40+ format adapters, and a lens system for cross-format translation
Project Cambria: Translate your data with lenses
Changing schemas in distributed software is hard. Could adopting bidirectional lenses help?

DeepL Translator | World's Most Accurate Translator
Translate texts & full document files instantly. Accurate translations for individuals and Teams. Millions translate with DeepL every day.
LangExtract
A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.
Julie Kallini ✈️ ICML✨ on Twitter / X
Fast Byte Latent Transformer is accepted to ICML 2026! ⚡🥪Byte-level LMs promise to free us from subword tokenizers, but decoding one byte at a time is super slow.We make BLT generation more efficient with BLT-D: text diffusion for parallel byte decoding. 1/ pic.twitter.com/ZIvUgavXvt— Julie Kallini ✈️ ICML✨ (@JulieKallini) May 11, 2026
TranslateGemma: A new suite of open translation models
TranslateGemma is a new family of open translation models built on Gemma 3.

Wikipedia:LLM-assisted translation
This guideline applies to machine translation tools that include a large language model ("LLM"). Assume that it applies to any online translation tool unless you have confirmed there is no LLM element.
Peritext: A CRDT for Rich-Text Collaboration
Collaboration on rich text is hard to model with plain-text approaches. We review the challenges and how to construct a CRDT for rich text.

Reflector: Elevate Communication with Our Real-Time Translation Tool
Explore Monadical's Open-Source Solution for Online Meetings.

mohsen1/yek
A fast Rust based tool to serialize text-based files in a repository or directory for LLM consumption
Relational lenses | Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
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Dictionary Compression is finally here, and it's ridiculously good
Dictionary compression could completely change how applications send data over the web. It's recently gained broad support, and offers absurd real-world...

Engineering High-Performance Parsers with Data-Oriented Design
Notes from building Yuku: the AST is flat arrays of u32 indices instead of a pointer tree, and memory layout, allocation, strings, unicode, and serialization all follow from that one decision.
DASL — Data-Addressed Structures & Links
A small set of simple, standard primitives to work on content-addressed data.

DASL — Data-Addressed Structures & Links
A small set of simple, standard primitives to work on content-addressed data.

Beyond Standard LLMs
Linear Attention Hybrids, Text Diffusion, Code World Models, and Small Recursive Transformers
