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ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models

Intermediate
Long Lian, Sida Wang et al.Nov 24arXiv

ThreadWeaver teaches a language model to split big problems into smaller parts it can solve at the same time, like teammates working in parallel.

#adaptive parallel reasoning#fork–join#threaded inference

Attention Is All You Need

Intermediate
Ashish Vaswani, Noam Shazeer et al.Jun 12arXiv

The paper introduces the Transformer, a model that understands and generates sequences (like sentences) using only attention, without RNNs or CNNs.

#Transformer#Self-Attention#Multi-Head Attention

Enriching Word Vectors with Subword Information

Intermediate
Piotr Bojanowski, Edouard Grave et al.Jul 15arXiv

This paper teaches computers to understand words by also looking at the smaller pieces inside words, like 'un-', 'play', and '-ing'.

#subword embeddings#character n-grams#skip-gram
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