TechcraftingAI NLP

Ep. 32 - October 25, 2023

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arXiv research summaries for Computation and Language from October 25, 2023. You can find summaries and links to each article ⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠.


Today's Theme (LLM-Generated)

  • Evaluating capabilities and limitations of large language models (LLMs) like ChatGPT and GPT-4 through tasks such as reasoning, summarization, and parsing.
  • Improving alignment and control of LLMs through techniques like reinforcement learning from human feedback, supervised iterative learning, and contextualized prompt optimization.
  • Enhancing fairness, interpretability, and transparency of models through bias mitigation, rationale extraction, and pretraining data detection.
  • Advancing multilingual and multimodal models through pretraining, benchmarking, and adapting models like mBERT to new languages and modalities.
  • Quantization and efficiency improvements for deploying large models through methods like post-training 4-bit floating point quantization.
    • ...more
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    TechcraftingAI NLPBy Brad Edwards