Dev claim · claim-765 · #51 of 154
“The broader term covers changes beyond warmer temperatures, such as shifting rainfall patterns.””
Claim tags (sorted stems; highlighted when a passage shares them)
- beyond
- broader
- chang
- cover
- pattern
- rainfal
- shift
- temperatur
- term
- warmer
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
- 43.3%
- Refutes
- 12.4%
- Not enough info
- 32.0%
- Disputed
- 12.3%
One claim at a time
The same model run on a single claim, which is how the Try-it page runs it.
- Supports
- 39.8%
- Refutes
- 12.0%
- Not enough info
- 35.9%
- Disputed
- 12.2%
With gold evidence
Fed the human-annotated evidence instead of retrieved passages. This is the 'val accuracy' the training loop reports.
- Supports
- 62.0%
- Refutes
- 24.1%
- Not enough info
- 3.1%
- Disputed
- 10.9%
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
#1evidence-675527 As stated by the Intergovernmental Panel on Climate Change (IPCC), the largest contributor to global warming is the increase in atmospheric carbon dioxide (CO) since 1750, particularly from fossil fuel combustion, cement production, and land use changes such as deforestation.
- chang (shared with the claim)
- cos
- 0.483
- overlap
- 1.000
- score
- 1.483
- shared
- 1
#2evidence-922407 Any imbalance results in a change in temperature.
- محمد
- result
- temperatur (shared with the claim)
- chang (shared with the claim)
- cos
- 0.589
- overlap
- 0.500
- score
- 1.089
- shared
- 2
#3evidence-487598 Polar amplification is quantified in terms of a polar amplification factor, generally defined as the ratio of some change in a polar temperature to a corresponding change in a broader average temperature:
- amplif
- correspond
- chang (shared with the claim)
- temperatur (shared with the claim)
- broader (shared with the claim)
- factor
- quantifi
- polar
- ratio
- cos
- 0.731
- overlap
- 0.333
- score
- 1.064
- shared
- 3
#4evidence-478678 T = absolute temperature,
- temperatur (shared with the claim)
- absolut
- cos
- 0.549
- overlap
- 0.500
- score
- 1.049
- shared
- 1
#5evidence-1177428 temperature and atmosphere.
- temperatur (shared with the claim)
- atmosph
- cos
- 0.549
- overlap
- 0.500
- score
- 1.049
- shared
- 1
#6evidence-1185695 Climatological temperatures substantially affect cloud cover and precipitation.
- cover (shared with the claim)
- precipit
- temperatur (shared with the claim)
- substanti
- cloud
- climatolog
- affect
- cos
- 0.732
- overlap
- 0.286
- score
- 1.018
- shared
- 2
Gold evidence (2)
evidence-456747 Climate change is more accurate scientifically to describe the various effects of greenhouse gases on the world because it includes extreme weather, storms and changes in rainfall patterns, ocean acidification and sea level.".
- gase
- chang (shared with the claim)
- rainfal (shared with the claim)
- storm
- accur
- acidif
evidence-496267 In general, climatic patterns consist of warm temperatures and high annual rainfall.
- warm
- pattern (shared with the claim)
- annual
- temperatur (shared with the claim)
- climat
- rainfal (shared with the claim)
- consist
- gener
- high