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News/Reproduction Beyond Benchmarks: ConstBERT and ColBERT-v2 Across Backends and Query Distributions
arxiv
PublishedApril 18, 2026 at 4:00 AM
▼bearish

Reproduction Beyond Benchmarks: ConstBERT and ColBERT-v2 Across Backends and Query Distributions

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2604.09982v2 Announce Type: replace-cross Abstract: Reproducibility must validate architectural robustness, not just numerical accuracy. We evaluate ColBERT-v2 and ConstBERT across five dimensions, finding that while ConstBERT reproduces within 0.05% MRR@10 on MS-MARCO, both models show a drop

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Discussion
Mentioned models
02
  • 01
    ColBERT-v2
  • 02
    ConstBERT
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#information retrieval#reproducibility#evaluation#architectural robustness

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Mentioned models
02
  • 01
    ColBERT-v2
  • 02
    ConstBERT
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#information retrieval#reproducibility#evaluation#architectural robustness

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