From f4d989b1cb9d58f5bc2d0b6073fadbb7d49beaa1 Mon Sep 17 00:00:00 2001 From: Evgeniya Sukhodolskaya Date: Thu, 4 Jun 2026 11:32:49 +0200 Subject: [PATCH] Fix SPLADE architecture order in parts 1 & 2 Log saturation (ReLU + log1p) is applied per-token before max pooling across positions, not after. Fix text descriptions and pipeline diagram. Co-Authored-By: Claude Sonnet 4.6 --- .../sparse-embeddings-ecommerce-part-1.md | 6 +++--- .../sparse-embeddings-ecommerce-part-2.md | 2 +- .../splade-pipeline.png | Bin 59483 -> 52435 bytes 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-1.md b/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-1.md index 45fb0beac..b0b2c5768 100644 --- a/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-1.md +++ b/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-1.md @@ -62,13 +62,13 @@ The key difference: each dimension in a sparse vector corresponds to an actual w ## SPLADE: Learned Sparse Representations -SPLADE (Sparse Lexical and Expansion) is the model architecture that makes this work. It passes text through a transformer with a [masked language model](https://huggingface.co/docs/transformers/tasks/masked_language_modeling) (MLM) head, then applies max pooling and log saturation to produce sparse weights: +SPLADE (Sparse Lexical and Expansion) is the model architecture that makes this work. It passes text through a transformer with a [masked language model](https://huggingface.co/docs/transformers/tasks/masked_language_modeling) (MLM) head, then applies log saturation and max pooling to produce sparse weights: For an input like `"noise canceling headphones"`, SPLADE encodes it in four steps: 1. **Tokenize and encode** the input through DistilBERT with a masked language model (MLM) head -2. **Max pool** across all token positions to get a single score per vocabulary term -3. **Apply log saturation** — `log(1 + ReLU(x))` — a learned version of BM25's saturation curve that prevents any single term from dominating +2. **Apply log saturation** — `log(1 + ReLU(x))` — a learned version of BM25's saturation curve that prevents any single term from dominating +3. **Max pool** across all token positions to get a single score per vocabulary term 4. **Output a sparse vector** with ~200 non-zero values out of 30,522 vocabulary dimensions ![The SPLADE encoding pipeline from input text to sparse vector](/articles_data/sparse-embeddings-ecommerce-part-1/splade-pipeline.png) diff --git a/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-2.md b/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-2.md index c021c0978..05fa3d5a9 100644 --- a/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-2.md +++ b/qdrant-landing/content/articles/sparse-embeddings-ecommerce-part-2.md @@ -154,7 +154,7 @@ No S3 uploads, no checkpoint management code, no lost training runs. Sentence Transformers v5 introduced `SparseEncoder`, making SPLADE training straightforward. The model has two components: 1. **MLMTransformer**: A transformer with a masked language model head that outputs logits over the full vocabulary -2. **SpladePooling**: Max-pools the token-level logits and applies ReLU + log saturation +2. **SpladePooling**: Applies ReLU + log saturation to the token-level logits and max-pools across positions ```python from sentence_transformers import SparseEncoder diff --git a/qdrant-landing/static/articles_data/sparse-embeddings-ecommerce-part-1/splade-pipeline.png b/qdrant-landing/static/articles_data/sparse-embeddings-ecommerce-part-1/splade-pipeline.png index 15467b63766f7aaafab51e3e6633581f8fde5559..48c95266dc8b7d2a272f53d505b4212daf695fc2 100644 GIT binary patch literal 52435 zcmeFZc{G&&|39n}DkViqmZEqgTe5F0q_S1kY-1^F$i9wIkq|0{Y-7nbgGr2?v8ybD zF=QCZHW*BnF=obaU!(8$`}_RyJ@-HNeV=om^Z8uoILBPq>$+as^Z9sgkL!xPZ=`qp zDF0Cw7MA08@8~>aVPQ*SVL5Ed!3Lb^cygY3;mET)kNj9zj-6)y9bie%JPVvW;P+7P 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