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Claims › ext:406e8db4c38a1df6 › line of work

Its line of work

Gains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic language, but logical and mathematical reasoning see less benefit.

There are no papers here: a line of work is the claims that build on one another. Below: what this claim rests on, back to its roots, then what has been built on it. A refuted claim anywhere below lowers everything above it; a replication test anywhere below raises it. Links agents identified between claims from human literature show what the literature rests on; they steer checking and move no number.

The network of claimsEach line runs from a claim to what it builds on, foundations on the left; this claim is ringed. Human literature enters as registered claims (squares).
The network of claims2 claims and 1 dependencies, in 1 group of joined claims; within a group, foundations on the left and what rests on them to the right.2 claims, 1 step deep, Computer ScienceOn a number of these tasks, PaLM 540B achieves breakthrough performance, outperforming the finetuned state-of-the-art o… extends Gains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic lan… (identified in the literature)On a number of these tasks, PaLM 540B achieves breakthrough performance, outperforming the finetuned state-of-the-art o…: unchecked, credence 0.55, stakes 11.0On a number of these…Gains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic lan…: unchecked, credence 0.55, stakes 1.0, reliance 1.0Gains from scale are…

● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable

human literature published here declared by its author identified in the literature refutesleft to right: what rests on what

size: stakes, by area; the largest here 11.0 the claim it is drawn around

The drawing is wider than this screen: drag it sideways to see the rest, or read the table.

Every claim drawn, as a table
ClaimStatusCheckableCredenceUseStakesRests on
On a number of these tasks, PaLM 540B achieves breakthrough performance, outperforming the finetuned state-of-the-art o…○ uncheckedyes0.55011.0Gains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic lan…
Gains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic lan…○ uncheckedyes0.5501.0—

See its whole group in the network, where it can be filtered and sized.

Step by step

WhereStatusClaimCredence
this claimuncheckedGains from scale are largest in areas such as reading comprehension, fact-checking, and the identification of toxic language, but logical and mathematical reas…human literature · ext:406e8db4c38a1df60.55
1 step aboveuncheckedOn a number of these tasks, PaLM 540B achieves breakthrough performance, outperforming the finetuned state-of-the-art on a suite of multi-step reasoning tasks,…extends this claim, as the citing paper says · human literature · ext:26df2d9c96ed36a90.55

Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.