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Saibo-creator/README.md

Hi there πŸ‘‹

  • πŸŽ“ I’m currently a PhD student in CS at EPFL Data Science Lab
  • 🌱 My research interest is reliable and controllable LLM generation via constrained decoding
  • πŸ€— I contribute to the open-source community in my spare time.
  • πŸ”¬ I’m always looking for motivated master's students interested in my research
  • πŸ“« How to reach me: if you want to work with me on a semester project or master thesis, have a look at openings and feel free to drop an email

My Open Source Projects on Github

  • zip2zip: Inference-time adaptive vocabularies for language models via token compression, enabling faster inference by dynamically adjusting tokenization with hypertokens.
  • zip2zip-compression: Core LZW-based compression and hypertoken encoding utilities powering the zip2zip framework.
  • Transformers-CFG: A library to extend Huggingface Transformers with constrained decoding methods for LLM
  • Awesome-LLM-Constrained-Decoding: A curated list of papers and resources on constrained decoding methods for LLM
  • JsonSchemaBench: The first systematic investigation into the performance of constrained decoding frameworks for LLM, alo available on EleutherAI/lm-evaluation-harness
  • JsonSchemaBench-Leaderboard: Tracking the evolution of LLM capacity on structured generation.

Pinned Loading

  1. guidance-ai/jsonschemabench guidance-ai/jsonschemabench Public

    Python 52 4

  2. epfl-dlab/transformers-CFG epfl-dlab/transformers-CFG Public

    πŸ€— A specialized library for integrating context-free grammars (CFG) in EBNF with the Hugging Face Transformers

    Python 123 19

  3. Awesome-LLM-Constrained-Decoding Awesome-LLM-Constrained-Decoding Public

    A curated list of papers related to constrained decoding of LLM, along with their relevant code and resources.

    244 10