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GPT-2 Small embedding geometry around "Trump" analyzed

Researchers explored the embedding geometry of the token "Trump" within the GPT-2 Small model's static embedding table. By analyzing nearest neighbors under both discretized and continuous representations of the token's embedding, they observed distinct outcomes. The discretized approach yielded generic political terms, while the continuous approach revealed a more specific set of related individuals, including family members, staff, and other presidents. AI

IMPACT Provides insight into how specific tokens are represented within a language model's embedding space.

RANK_REASON Analysis of model embeddings and token geometry. [lever_c_demoted from research: ic=1 ai=1.0]

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GPT-2 Small embedding geometry around "Trump" analyzed

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Tool
Analysis of model embeddings and token geometry. [lever_c_demoted from research: ic=1 ai=1.0]
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paper
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High
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Story freshness
82 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

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COVERAGE [1]

  1. r/MachineLearning TIER_1 English(EN) · /u/Limp-Contest-7309 ·

    GPT-2 Small’s embedding geometry around “Trump”: discretized vs. continuous nearest neighbours [P]

    <table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1v07xai/gpt2_smalls_embedding_geometry_around_trump/"> <img alt="GPT-2 Small’s embedding geometry around “Trump”: discretized vs. continuous nearest neighbours [P]" src="https://preview.redd.it/tlvz4c3i32…