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Kentaro Takiguchi edited this page May 18, 2024
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This wiki is the place to share work related to product search. The list of projects is as follows:
- Dataset describes the dataset introduced by Amazon and performs exploratory data analysis.
- Text Representations and Interactions discusses methods for converting text into a numerical form suitable for information retrieval
- Dense Retrieval
Each search component is connected as illustrated in the figure below.
flowchart TD
subgraph Dataset
Products
Judgements[Relevance Judgements]
Sources[Query Sources]
end
subgraph Indexing
KE[Keyword Extraction]
KG[Keyword Generation]
TE[Text Encoder]
AVE[Attribute Value Extraction]
end
subgraph Retrieval
Reranker
end
subgraph Requester
Evaluation --> Experiments
end
subgraph SearchEngine[Search Engine]
SR[Sparse Retrieval]
DR[Dense Retrieval]
end
Products --> Synonyms
Judgements --> Synonyms
Products --> Indexing --> SearchEngine
Requester --> Retrieval --> SearchEngine
Judgements --> Evaluation
Sources --> Evaluation
Synonyms --> Retrieval