Dev claim · claim-2895 · #138 of 154
“The latest measurements involve the use of satellite gravimetry, estimating the mass of terrain beneath by detecting slight changes in gravity as a satellite passes overhead.”
Claim tags (sorted stems; highlighted when a passage shares them)
- beneath
- chang
- detect
- estim
- gravimetri
- graviti
- involv
- latest
- mass
- measur
- overhead
- pass
- satellit
- satellit
- slight
- terrain
- use
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
- 30.8%
- Refutes
- 8.9%
- Not enough info
- 52.3%
- Disputed
- 8.0%
One claim at a time
The same model run on a single claim, which is how the Try-it page runs it.
- Supports
- 40.5%
- Refutes
- 12.4%
- Not enough info
- 34.8%
- 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
- 53.9%
- Refutes
- 17.4%
- Not enough info
- 14.4%
- Disputed
- 14.3%
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
- 0.398
- overlap
- 1.000
- score
- 1.398
- shared
- 1
#2evidence-4551 It should not be used for cysticercosis that involves the eye.
- involv (shared with the claim)
- use (shared with the claim)
- eye
- cos
- 0.530
- overlap
- 0.667
- score
- 1.197
- shared
- 2
#3evidence-891070 Evapotranspiration can be measured or estimated using several methods.
- sever
- measur (shared with the claim)
- method
- use (shared with the claim)
- estim (shared with the claim)
- cos
- 0.538
- overlap
- 0.600
- score
- 1.138
- shared
- 3
#4evidence-379856 Seismograms from Riverview were used to estimate the magnitude of the earthquake.
- magnitud
- use (shared with the claim)
- earthquak
- estim (shared with the claim)
- cos
- 0.548
- overlap
- 0.500
- score
- 1.048
- shared
- 2
#5evidence-612716 The new estimate is from better measurement rather than a change in solar output.
- output
- better
- new
- chang (shared with the claim)
- rather
- measur (shared with the claim)
- solar
- estim (shared with the claim)
- cos
- 0.669
- overlap
- 0.375
- score
- 1.044
- shared
- 3
#6evidence-257599 The measure passed with a yes vote of 123,033 to a no vote of 89,856.
- vote
- measur (shared with the claim)
- ye
- pass (shared with the claim)
- cos
- 0.494
- overlap
- 0.500
- score
- 0.994
- shared
- 2
Gold evidence (2)
evidence-8627 As the twin GRACE satellites circle the globe 15 times a day, they sense minute variations in Earth's gravitational pull.
- pull
- twin
- sen
- satellit (shared with the claim)
- circl
- variat
- gravit
- grace
- globe
evidence-81511 Their first uses were to measure the changes in gravity from the varying densities and distribution of masses inside the earth, from temporal "tidal" variations in the shape and distribution of mass in the oceans, atmosphere and earth.
- distribut
- earth
- tempor
- tidal
- graviti (shared with the claim)
- densiti
- mass (shared with the claim)
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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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