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Wontopos Tablet 2 shows strong performance in multilingual and multimodal memory retrieval

Researchers have evaluated Wontopos Tablet 2, a long-term memory engine for language models, on various text retrieval benchmarks. The system achieved high scores on LongMemEval-S (95.7%) and BEAM-1M (67.5%), though the paper notes these metrics can be sensitive to reader and re-ask budget variations. In multimodal tests, Wontopos Tablet 2 significantly outperformed BM25 in cross-lingual image retrieval, achieving 95.2% recall compared to BM25's 19.0%. The system also demonstrated better language independence in retrieving captionless photographs across 14 languages, with a smaller performance spread than dense baselines. AI

IMPACT Demonstrates advancements in long-term memory retrieval for LLMs, potentially improving their ability to handle extensive context and multimodal data.

RANK_REASON The item is a research paper detailing the evaluation of a new long-term memory engine for language models on various benchmarks. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Wontopos Tablet 2 shows strong performance in multilingual and multimodal memory retrieval

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The item is a research paper detailing the evaluation of a new long-term memory engine for language models on various benchmarks. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    Wontopos Tablet 2: Measuring Multilingual and Multimodal Memory Retrieval Without Lexical Matching

    We measure tablet-2, a production long-term memory engine for language models, on the text benchmarks the field already uses and on cross-lingual retrieval of photographs stored with no text at all. Its retrieval path contains no lexical matching, no keyword scoring, and no langu…