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Climate Claim Checker

Dev claim · claim-897 · #141 of 154

“The report […] found that the United States was one of the most pollution-free nations in the world.””

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

  • found
  • free
  • nation
  • one
  • pollut
  • report
  • state
  • unit
  • world

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
59.7%
Refutes
34.3%
Not enough info
0.4%
Disputed
5.6%

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
53.2%
Refutes
37.7%
Not enough info
5.5%
Disputed
3.7%

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
62.2%
Refutes
30.4%
Not enough info
0.5%
Disputed
6.9%

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-969926

    According to the United Nations' World Population Prospects report:

    • accord
    • report (shared with the claim)
    • unit (shared with the claim)
    • nation (shared with the claim)
    • world (shared with the claim)
    • popul
    • prospect
    cos
    0.582
    overlap
    0.571
    score
    1.153
    shared
    4

Gold evidence (1)

  1. evidence-783786

    Since 2007, the total greenhouse gas emissions by the United States are the second highest by country, exceeded only by China.

    • exceed
    • china
    • highest
    • emiss
    • ga
    • greenhou

Optional · uses your own API key

Second opinion from an LLM

The model reads this claim and the evidence passages shown on this page, picks one of the four verdicts and cites the passages it used. It is told to judge from the passages only. You review the answer; the call and your decision go to the AI audit log in this browser.

Evidence to send

Without a key nothing is sent anywhere. The rest of the site does not need one.