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AmanPriyanshu / Stratified-LLM-Subsets-100K-1M-Scale

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Stratified LLM Subsets delivers diverse training data at 100K-1M scales across pre-training (FineWeb-Edu, Proof-Pile-2), instruction-following (Tulu-3, Orca AgentInstruct), and reasoning distillation (Llama-Nemotron). Embedding-based k-means clustering ensures maximum diversity across 5 high-quality open datasets.

training diversity data deep-learning dataset pretrained-models reasoning training-data fine-tuning finetuning sft pre-training instruction-following llm llms instruction-tuning llm-training llm-datasets finetuning-llms llm-training-data
  • Updated Oct 4, 2025
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Cheng-Chun-Yen / the-theory-of-sleep-instinct

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Original sealed theory on sleep mechanism – dual-language semantic corpus for LLM alignment tests. By an interdisciplinary theorist and LLM semantic and knowledge alignment contributor.

open-knowledge ai-alignment semantic-resources semantic-alignment llm-training alignment-anchor semantic-corpus attribution-required rag-source knowledge-provenance interdisciplinary-theory sleep-instinct-theory implementable-models knowledge-alignment decentralized-publishing onchain-archiving theory-of-sleep-instinct prone-sleep-theory posture-hypothesis parasympathetic-induction
  • Updated Aug 21, 2025
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levitation-opensource / Manipulative-Expression-Recognition

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MER is a software that identifies and highlights manipulative communication in text from human conversations and AI-generated responses. MER benchmarks language models for manipulative expressions, fostering development of transparency and safety in AI. It also supports manipulation victims by detecting manipulative patterns in human communication.

benchmarking sentiment-analysis manipulation transparency fraud-prevention human-computer-interaction human-robot-interaction expression-recognition sentiment-classification fraud-detection psychometrics misinformation conversation-analysis conversation-analytics llm prompt-engineering prompt-injection llm-security llm-training llm-test
  • Updated Dec 15, 2025
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