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Climate Claim Checker

Dev claim · claim-1400 · #100 of 154

“The late 1970s marked the end of a 30-year cooling trend.”

Claim tags (sorted stems; highlighted when a passage shares them)

  • cool
  • end
  • late
  • mark
  • trend
  • year

Annotators’ label

Refutes Run this claim live

The model’s verdict

The Transformer retrained from the notebook (the 2024 weights were never saved), shown three ways. The first is how the notebook evaluated it.

Notebook protocol

Dev claims predicted in batches of 16, in file order, from the 2024 retrieved evidence, as the notebook does.

Supports✗ differs from the label
Supports
60.2%
Refutes
33.4%
Not enough info
0.4%
Disputed
5.9%

One claim at a time

The same model run on a single claim, which is how the Try-it page runs it.

Supports✗ differs from the label
Supports
53.0%
Refutes
38.5%
Not enough info
5.2%
Disputed
3.3%

With gold evidence

Fed the human-annotated evidence instead of retrieved passages. This is the 'val accuracy' the training loop reports.

Supports✗ differs from the label
Supports
61.5%
Refutes
31.7%
Not enough info
0.4%
Disputed
6.4%

Retrieved vs gold evidence

Gold passages were picked by the dataset’s annotators. Retrieved passages are what the TF-IDF rule returned from all 1.19M passages. Switch between the submitted 2024 output and the re-runs.

2024 submission

The passages the team actually retrieved and submitted in 2024 (their saved output file). The file records only passage ids, so scores are recomputed with the submission rule.

Path
not recorded
Found
0 of 1 gold
P
0.00
R
0.00
F
0.00
  1. #1evidence-574532

    The ``fiscal year end'' (FYE) is the date that marks the end of the fiscal year.

    • end (shared with the claim)
    • mark (shared with the claim)
    • fiscal
    • date
    • year (shared with the claim)
    cos
    0.720
    overlap
    0.600
    score
    1.320
    shared
    3

Gold evidence (1)

  1. evidence-502252

    Based on orbital models, the cooling trend initiated about 6,000 years ago will continue for another 23,000 years.

    • model
    • anoth
    • orbit
    • trend (shared with the claim)
    • cool (shared with the claim)
    • continu
    • ago
    • initi
    • year (shared with the claim)