Dev claim · claim-3070 · #45 of 154
“So this is a government which is proposing to put at risk our manufacturing industry, to penalise struggling families, to make a tough situation worse for millions of households right around Australia.”
Claim tags (sorted stems; highlighted when a passage shares them)
- around
- australia
- famili
- govern
- household
- industri
- make
- manufactur
- million
- penalis
- propos
- put
- right
- risk
- situat
- struggl
- tough
- wors
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
- 5.1%
- Refutes
- 1.1%
- Not enough info
- 91.6%
- Disputed
- 2.2%
One claim at a time
The same model run on a single claim, which is how the Try-it page runs it.
- Supports
- 20.3%
- Refutes
- 4.2%
- Not enough info
- 60.3%
- Disputed
- 15.2%
With gold evidence
Fed the human-annotated evidence instead of retrieved passages. This is the 'val accuracy' the training loop reports.
- Supports
- 2.4%
- Refutes
- 0.4%
- Not enough info
- 95.6%
- Disputed
- 1.5%
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 5 gold
- P
- 0.00
- R
- 0.00
- F
- 0.00
#1evidence-597214 It was certified triple platinum by the Recording Industry Association of America (RIAA) for three million units shipped in the United States and has sold over 15 million copies worldwide, becoming one of the best-selling albums during the 2000s century.
- million (shared with the claim)
- cos
- 0.307
- overlap
- 1.000
- score
- 1.307
- shared
- 1
#2evidence-438751 Upon release, the film received mixed to positive reviews from critics and was a success at the box-office, grossing $ 230 million worldwide from a $ 43 million budget.
- million (shared with the claim)
- cos
- 0.307
- overlap
- 1.000
- score
- 1.307
- shared
- 1
#3evidence-538361 He is a right-handed batsman and right-arm medium-pace bowler who plays for Moratuwa Sports Club.
- right (shared with the claim)
- cos
- 0.304
- overlap
- 1.000
- score
- 1.304
- shared
- 1
#4evidence-1165122 James was a right-handed batsman who bowled right-arm medium pace.
- right (shared with the claim)
- cos
- 0.304
- overlap
- 1.000
- score
- 1.304
- shared
- 1
#5evidence-1045773 He is a right-handed batsman and a right-arm medium pace bowler.
- right (shared with the claim)
- cos
- 0.304
- overlap
- 1.000
- score
- 1.304
- shared
- 1
#6evidence-292698 Wilshaw is a right-handed batsman who bowls right-arm medium-pace.
- right (shared with the claim)
- cos
- 0.304
- overlap
- 1.000
- score
- 1.304
- shared
- 1
Gold evidence (5)
evidence-137771 John McDonnell said the IFS analysis showed a “clear threat” to working people’s living standards, while the Liberal Democrats said that the “savage cuts” would make millions of households poorer.
- cut
- threat
- savag
- household (shared with the claim)
- analysi
- said
- clear
evidence-100483 Families are forced into increasing poverty, some facing a daily struggle to pay their rent and put food on their table.
- poverti
- struggl (shared with the claim)
- put (shared with the claim)
- tabl
- daili
- pay
- food
- face
- increa
- rent
evidence-617690 nearly 4 million UK children are judged to live in households that would find it difficult to afford enough fruit, vegetables and other healthy foods to reach official guidelines, the Food Foundation maintains.
- nearli
- fruit
- enough
- healthi
- food
- afford
- veget
- difficult
- household (shared with the claim)
- guidelin
evidence-462483 The upcoming minimum wage rise will help, but many low-income working families will still find themselves worse off due to tax-credit changes.
- wor
- incom
- upcom
- credit
- minimum
- tax
- find
- rise
- wage
evidence-222747 Fuel poverty affects over a million British working households and over 2.3 million households in total and increases in energy prices affect poor people severely.
- poverti
- fuel
- price
- increa
- million (shared with the claim)
- total
- poor
- household (shared with the claim)
- affect
- energi