Dev claim · claim-2093 · #99 of 154
“Through its impacts on the climate, CO2 presents a danger to public health and welfare, and thus qualifies as an air pollutant”
Claim tags (sorted stems; highlighted when a passage shares them)
- air
- climat
- danger
- health
- impact
- pollut
- present
- public
- qualifi
- thu
- welfar
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
- 21.2%
- Refutes
- 5.6%
- Not enough info
- 66.0%
- Disputed
- 7.1%
One claim at a time
The same model run on a single claim, which is how the Try-it page runs it.
- Supports
- 34.4%
- Refutes
- 9.9%
- Not enough info
- 42.5%
- Disputed
- 13.3%
With gold evidence
Fed the human-annotated evidence instead of retrieved passages. This is the 'val accuracy' the training loop reports.
- Supports
- 61.6%
- Refutes
- 31.3%
- Not enough info
- 0.5%
- Disputed
- 6.6%
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
#1evidence-180997 impacts.
- impact (shared with the claim)
- cos
- 0.376
- overlap
- 1.000
- score
- 1.376
- shared
- 1
#2evidence-1124783 Publications : 1970 - 1971 - 1972 - 1973 - 1974 - 1975 - 1976 - 1977 - 1978 - 1979
- public (shared with the claim)
- cos
- 0.323
- overlap
- 1.000
- score
- 1.323
- shared
- 1
#3evidence-1155059 Wahluke School District (Public) is a public school district in rural Grant County, Washington, United States, serving the communities of Mattawa, Beverly, Schwana, and Desert Aire.
- public (shared with the claim)
- cos
- 0.323
- overlap
- 1.000
- score
- 1.323
- shared
- 1
#4evidence-1122962 Generally, impacts on public health will be more negative than positive.
- impact (shared with the claim)
- health (shared with the claim)
- public (shared with the claim)
- posit
- neg
- gener
- cos
- 0.492
- overlap
- 0.500
- score
- 0.992
- shared
- 3
#5evidence-1082289 Activities warranting the award of the Public Health Service Achievement Medal could include advancement of program objectives, sustained above-average dedication to duty over a relatively short period of time, or a single act of distinction to the betterment of the United States of America in the area of public health.
- warrant
- health (shared with the claim)
- public (shared with the claim)
- duti
- cos
- 0.485
- overlap
- 0.500
- score
- 0.985
- shared
- 2
#6evidence-697908 He is an expert on psychotraumatology, epidemiology and public health.
- public (shared with the claim)
- health (shared with the claim)
- epidemiolog
- expert
- cos
- 0.485
- overlap
- 0.500
- score
- 0.985
- shared
- 2
Gold evidence (1)
evidence-743065 An air pollutant is a material in the air that can have adverse effects on humans and the ecosystem.
- human
- air (shared with the claim)
- ecosystem
- adver
- materi
- effect
- pollut (shared with the claim)