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Sonam Pankaj

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User Signal Dies at the Retrieval BoundaryAI Engineer World's Fair 20262026-06-29
Claims a concrete fix: utility-ranked memory that re-ranks retrieval by outcome history, not just semantic similarity, raising helpful memories and lowering…
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Text Search on Images with Quantized ColPaliBerlin Buzzwords 20252025-06-15
ColPali is a late‑interaction vision‑LLM pipeline fine‑tuned on Pali Gemma that embeds whole page images so you can skip OCR, chunking and parsing; relevance…
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Vector Streaming: The Memory Efficient Indexing for Vector DatabasesPyCon DE & PyData 20252025-04-23
Rust-based Embed-Anything implements vector streaming by moving embedding work into a separate thread/process and communicating via MPSC channels, keeping only…
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The Memory Efficient Indexing for Vector DatabasesPyData Global 20242024-12-03
Claims a working vector streaming pipeline that parallelizes parsing, semantic chunking, embedding generation and upserts so embeddings never accumulate in…
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The Unsung Hero of Vector Database: Metric LearningBerlin Buzzwords 20242024-06-09
Metric learning is presented as the fix behind better vector search: using Siamese and triplet architectures with contrastive and triplet loss to stop…
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Let chatGPT decide and run the function!PyData Global 20232023-12-06
Claim: chatGPT can pick the right tool and return call-ready arguments via openai function calling. Demo uses GPT-3.5 (GPT‑4 noted as supported), registers…
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Biases in Language ModelsPyCon DE & PyData Berlin 20222022-04-11
Claims measurement of gender bias across Flair BERT and GloVe using Winograd-schema sentences about occupations and applies projection and fine-tuning to…
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TimeSeries Forecasting with ML Algorithms and there comparisonsPyData Global 20202020-11-11
Compares concrete algorithms on a Covid19 kaggle univariate confirmed‑cases set using RMSE and shows ARIMA giving the lowest error RMSE 4000 while moving…
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Time Series Forecasting on CoronaVirus DatasetPyCon India 20202020-10-02
Live work uses the coronavirus confirmed-cases time series and compares naive forecasting, moving average, linear regression, SVM, LSTM, ARIMA and Facebook…
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