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Models / Reported model

Reported model / MODEL EVIDENCE

FinQANet (BERT-base)

2 benchmarks · 4 observations · 2 sources

Scores at a glance

2 benchmarks · large dot: FinQANet (BERT-base); small dots: closest models where reported

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Filter comparisons to this model →

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. FinQA: A Dataset of Numerical Reasoning over Financial Data — published result table ↗

    Chen, Zhiyu, Chen, Wenhu, Smiley, Charese, Shah, Sameena, Borova, Iana, Langdon, Dylan et al. · 2021

    All 11 authors

    Chen, Zhiyu, Chen, Wenhu, Smiley, Charese, Shah, Sameena, Borova, Iana, Langdon, Dylan, Moussa, Reema, Beane, Matt, Huang, Ting-Hao, Routledge, Bryan, Wang, William Yang

  2. ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering — published result table ↗

    Chen, Zhiyu, Li, Shiyang, Smiley, Charese, Ma, Zhiqiang, Shah, Sameena, Wang, William Yang · 2022

Names used in source tables

FinQANet (BERT-base)