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Climate Claim Checker

Dev claim · claim-1420 · #116 of 154

“Concentrated in the atmosphere, these gases do not allow the warmth of the sun’s rays reflected by the earth to be dispersed in space.”

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

  • allow
  • atmospher
  • concentr
  • dispers
  • earth
  • gase
  • ray
  • reflect
  • space
  • sun
  • warmth

Annotators’ label

Supports 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✓ matches the label
Supports
56.9%
Refutes
20.8%
Not enough info
10.1%
Disputed
12.1%

One claim at a time

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

Supports✓ matches the label
Supports
51.5%
Refutes
22.5%
Not enough info
18.0%
Disputed
8.0%

With gold evidence

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

Supports✓ matches the label
Supports
59.4%
Refutes
23.0%
Not enough info
5.8%
Disputed
11.9%

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 2 gold
P
0.00
R
0.00
F
0.00
  1. #1evidence-5876

    Such an orbit allows uninterrupted coverage of more than 1/3 of the Earth.

    • coverag
    • orbit
    • earth (shared with the claim)
    • allow (shared with the claim)
    cos
    0.817
    overlap
    0.500
    score
    1.317
    shared
    2
  2. #2evidence-586131

    Its fundamental principle is that of balance – the energy that the Earth absorbs from the sun each year is equal to that which it loses to space by radiation.

    • fundament
    • space (shared with the claim)
    • earth (shared with the claim)
    • balanc
    • sun (shared with the claim)
    • equal
    • lose
    • absorb
    • radiat
    • principl
    cos
    0.822
    overlap
    0.300
    score
    1.122
    shared
    3
  3. #3evidence-1062917

    Greenhouse gases trap heat radiating from the Earth to space.

    • heat
    • space (shared with the claim)
    • earth (shared with the claim)
    • gase (shared with the claim)
    • greenhou
    • radiat
    • trap
    cos
    0.663
    overlap
    0.429
    score
    1.091
    shared
    3
  4. #4evidence-641482

    Once on Earth, the Valorians befriended dinosaurs, while the Rulons brainwashed them.

    • dinosaur
    • earth (shared with the claim)
    cos
    0.587
    overlap
    0.500
    score
    1.087
    shared
    1
  5. #5evidence-8585

    Which through the bowels of the Earth doth pierce,

    • earth (shared with the claim)
    • pierc
    cos
    0.587
    overlap
    0.500
    score
    1.087
    shared
    1
  6. #6evidence-941998

    It has 26 floors, each with 31,000 m2 of floor space.

    • floor
    • space (shared with the claim)
    cos
    0.576
    overlap
    0.500
    score
    1.076
    shared
    1

Gold evidence (2)

  1. evidence-1069448

    This last phenomenon is known as the greenhouse effect: trace molecules within the atmosphere serve to capture thermal energy emitted from the ground, thereby raising the average temperature.

    • phenomenon
    • trace
    • thermal
    • molecul
    • therebi
    • greenhou
    • emit
  2. evidence-767961

    Ozone acts as a greenhouse gas, absorbing some of the infrared energy emitted by the earth.

    • ozon
    • act
    • infrar
    • absorb
    • earth (shared with the claim)
    • ga
    • greenhou
    • energi
    • emit

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.

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