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1. Atomic Language Model

   An extremely lightweight universal grammar implementation with provable recursion, based on Chomsky's Minimalist Grammar theory, fitting in under 50kB with zero runtime dependencies. It includes a probabilistic language model extension and formal verification.

   2025-08-22 Tags: language model, recursive grammar, minimalist grammar, formal verification, chomsky, rust, python, probabilistic, github, sky purps, nlp, enterprise neurosystems, uganda by klotz
2. txtai-text-classify.py

   A Github Gist containing a Python script for text classification using the TxTail API

   2024-07-13 Tags: gist, python, txtail, text classification, github, benchmark, llm, gpt, bert by klotz
3. StanfordNLP DSPy

   DSPy provides composable and declarative modules for instructing LMs in a familiar Pythonic syntax. It upgrades "prompting techniques" like chain-of-thought and self-reflection from hand-adapted string manipulation tricks into truly modular generalized operations that learn to adapt to your task.

   2023-10-15 Tags: llm, orchestration, dspy, stanford, nlp, automatic programming, matei zacharia, github by klotz
4. microsoft/guidance: A guidance language for controlling large language models.

   2023-07-26 Tags: llm, microsoft, guidance, information schema, text extraction, nlp, python, github by klotz
5. Getting the most from GitHub copilot

   2022-12-02 Tags: github, copilot, nlp, gpt-3 by klotz
6. Beyond chat-bots: the power of prompt-based GPT models for downstream NLP tasks

   2022-04-22 Tags: gpt-3, model, few-shot, nlp, example, github by klotz
7. GitHub - jina-ai/finetuner: Finetuning any DNN for better embedding on neural search tasks

   2021-10-21 Tags: embedding, fine-tune, deep learning, nlp, github by klotz
8. Data analysis interaction record analysis methodology · salspaugh/lupe Wiki · GitHub

   2021-08-16 Tags: splunk, spl, salspaugh, github, query analysis, nlp by klotz
9. GitHub - ddangelov/Top2Vec: Top2Vec learns jointly embedded topic, document and word vectors.

   2020-10-16 Tags: github, topic modeling, word embedding, embedding, nlp, text, classification, deep learning, lda by klotz
10. GitHub - hanxiao/bert-as-service: Mapping a variable-length sentence to a fixed-length vector using BERT model

    2020-10-15 Tags: bert, word embedding, foss, saas, github, nlp, embedding, machine learning, deep learning by klotz

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