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ResearchFormerly WizWand

Information Retrieval on PIRE single-chunk 1.0 (test)

86R@10ChunkNorris
16.3234.4152.570.59Nov 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ChunkNorrisChunker=ChunkNorris, Embedding Model=Snowflake 305M2025.118666
ChunkNorrisChunker=ChunkNorris, Embedding Model=BGE 335M2025.118668
ChunkNorrisChunker=ChunkNorris, Embedding Model=BGE 33M2025.118465
ChunkNorrisChunker=Page, Embedding Model=Snowflake 305M2025.118362
PyPDFChunker=Page, Embedding Model=Snowflake 305M2025.118363
DoclingChunker=Docling, Embedding Model=BGE 109M2025.118363
DoclingChunker=Docling, Embedding Model=BGE 335M2025.118265
DoclingChunker=Page, Embedding Model=Snowflake 305M2025.118162
DoclingChunker=Docling, Embedding Model=Snowflake 305M2025.118161
PyPDFChunker=Recursive Character, Embedding Model=Snowflake 305M2025.118161
ChunkNorrisChunker=ChunkNorris, Embedding Model=BGE 109M2025.118161
ChunkNorrisChunker=Recursive Character, Embedding Model=Snowflake 305M2025.118061
DoclingChunker=Docling, Embedding Model=BGE 33M2025.118061
MarkerChunker=Page, Embedding Model=Snowflake 305M2025.117959
PyPDFChunker=Recursive Character, Embedding Model=BGE 33M2025.117960
ChunkNorrisChunker=Page, Embedding Model=BGE 335M2025.117960
PyPDFChunker=Page, Embedding Model=BGE 335M2025.117961
PyPDFChunker=Recursive Character, Embedding Model=BGE 335M2025.117962
MarkerChunker=Recursive Character, Embedding Model=Snowflake 305M2025.117859
Open-Parse-UChunker=Page, Embedding Model=Snowflake 305M2025.117860
PyPDFChunker=Page, Embedding Model=BGE 33M2025.117859
Open-Parse-PChunker=Page, Embedding Model=Snowflake 305M2025.117759
MarkerChunker=Page, Embedding Model=BGE 33M2025.117758
MarkerChunker=Recursive Character, Embedding Model=BGE 33M2025.117758
PyPDFChunker=Page, Embedding Model=BGE 109M2025.117759
ChunkNorrisChunker=Recursive Character, Embedding Model=BGE 335M2025.117760
DoclingChunker=Page, Embedding Model=BGE 335M2025.117759
MarkerChunker=Page, Embedding Model=BGE 335M2025.117759
MarkerChunker=Recursive Character, Embedding Model=BGE 335M2025.117760
DoclingChunker=Recursive Character, Embedding Model=Snowflake 305M2025.117657
DoclingChunker=Page, Embedding Model=BGE 33M2025.117657
MarkerChunker=Page, Embedding Model=BGE 109M2025.117656
MarkerChunker=Recursive Character, Embedding Model=BGE 109M2025.117656
DoclingChunker=Recursive Character, Embedding Model=BGE 335M2025.117660
ChunkNorrisChunker=Page, Embedding Model=BGE 33M2025.117557
ChunkNorrisChunker=Recursive Character, Embedding Model=BGE 33M2025.117557
DoclingChunker=Recursive Character, Embedding Model=BGE 33M2025.117556
DoclingChunker=Page, Embedding Model=BGE 109M2025.117557
Open-Parse-UChunker=Recursive Character, Embedding Model=Snowflake 305M2025.117457
PyPDFChunker=Recursive Character, Embedding Model=BGE 109M2025.117457
Open-Parse-PChunker=Recursive Character, Embedding Model=Snowflake 305M2025.117357
Open-Parse-PChunker=Open-Parse, Embedding Model=Snowflake 305M2025.117358
Open-Parse-PChunker=Page, Embedding Model=BGE 33M2025.117355
Open-Parse-PChunker=Open-Parse, Embedding Model=BGE 33M2025.117357
ChunkNorrisChunker=Page, Embedding Model=BGE 109M2025.117356
ChunkNorrisChunker=Recursive Character, Embedding Model=BGE 109M2025.117356
DoclingChunker=Recursive Character, Embedding Model=BGE 109M2025.117356
Open-Parse-PChunker=Page, Embedding Model=BGE 335M2025.117355
Open-Parse-PChunker=Open-Parse, Embedding Model=BGE 335M2025.117361
Open-Parse-UChunker=Page, Embedding Model=BGE 335M2025.117355
Open-Parse-UChunker=Recursive Character, Embedding Model=BGE 335M2025.117356
Open-Parse-PChunker=Recursive Character, Embedding Model=BGE 33M2025.117255
Open-Parse-PChunker=Recursive Character, Embedding Model=BGE 335M2025.117255
Open-Parse-UChunker=Page, Embedding Model=BGE 33M2025.117153
Open-Parse-UChunker=Recursive Character, Embedding Model=BGE 33M2025.117154
Open-Parse-PChunker=Page, Embedding Model=BGE 109M2025.117153
Open-Parse-PChunker=Recursive Character, Embedding Model=BGE 109M2025.117152
Open-Parse-PChunker=Open-Parse, Embedding Model=BGE 109M2025.117156
Open-Parse-UChunker=Open-Parse, Embedding Model=BGE 335M2025.117158
Open-Parse-UChunker=Open-Parse, Embedding Model=Snowflake 305M2025.117055
Open-Parse-UChunker=Open-Parse, Embedding Model=BGE 33M2025.116953
Open-Parse-UChunker=Page, Embedding Model=BGE 109M2025.116952
Open-Parse-UChunker=Recursive Character, Embedding Model=BGE 109M2025.116952
Open-Parse-UChunker=Open-Parse, Embedding Model=BGE 109M2025.116853
ChunkNorrisChunker=ChunkNorris, Embedding Model=Snowflake 23M2025.115735
Open-Parse-PChunker=Recursive Character, Embedding Model=Snowflake 23M2025.114831
ChunkNorrisChunker=Page, Embedding Model=Snowflake 23M2025.114528
ChunkNorrisChunker=Recursive Character, Embedding Model=Snowflake 23M2025.114530
DoclingChunker=Page, Embedding Model=Snowflake 23M2025.114530
Open-Parse-PChunker=Page, Embedding Model=Snowflake 23M2025.114530
Open-Parse-UChunker=Page, Embedding Model=Snowflake 23M2025.114531
DoclingChunker=Docling, Embedding Model=Snowflake 23M2025.114429
Open-Parse-UChunker=Recursive Character, Embedding Model=Snowflake 23M2025.114431
MarkerChunker=Page, Embedding Model=Snowflake 23M2025.114328
MarkerChunker=Recursive Character, Embedding Model=Snowflake 23M2025.114329
PyPDFChunker=Recursive Character, Embedding Model=Snowflake 23M2025.114329
PyPDFChunker=Page, Embedding Model=Snowflake 23M2025.114027
Open-Parse-PChunker=Open-Parse, Embedding Model=Snowflake 23M2025.113826
ChunkNorrisChunker=ChunkNorris, Embedding Model=Snowflake 109M2025.113821
DoclingChunker=Recursive Character, Embedding Model=Snowflake 23M2025.113625
Open-Parse-UChunker=Open-Parse, Embedding Model=Snowflake 23M2025.113525
Open-Parse-PChunker=Page, Embedding Model=Snowflake 109M2025.112920
Open-Parse-PChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112920
Open-Parse-UChunker=Page, Embedding Model=Snowflake 109M2025.112919
ChunkNorrisChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112819
Open-Parse-UChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112719
ChunkNorrisChunker=Page, Embedding Model=Snowflake 109M2025.112618
DoclingChunker=Docling, Embedding Model=Snowflake 109M2025.112618
MarkerChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112617
MarkerChunker=Page, Embedding Model=Snowflake 109M2025.112517
DoclingChunker=Page, Embedding Model=Snowflake 109M2025.112416
PyPDFChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112416
DoclingChunker=Recursive Character, Embedding Model=Snowflake 109M2025.112214
Open-Parse-PChunker=Open-Parse, Embedding Model=Snowflake 109M2025.112114
PyPDFChunker=Page, Embedding Model=Snowflake 109M2025.112115
Open-Parse-UChunker=Open-Parse, Embedding Model=Snowflake 109M2025.111913