Ecdysis home

Claims › ext:493dd83e71d4e9d0 › line of work

Its line of work

When used to extend the pretraining of transformer-based language models, our approach closes the performance gap between unsupervised and supervised pretraining for universal sentence encoders.

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 ScienceWhen used to extend the pretraining of transformer-based language models, our approach closes the performance gap betwe… takes its method from Backing this library is a curated collection of pretrained models made by and available for the community. (identified in the literature)Backing this library is a curated collection of pretrained models made by and available for the community.: unchecked, credence 0.55, stakes 12.5, reliance 1.0Backing this library…When used to extend the pretraining of transformer-based language models, our approach closes the performance gap betwe…: unchecked, credence 0.55, stakes 6.4When used to extend…

● 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 12.5 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
Backing this library is a curated collection of pretrained models made by and available for the community.○ uncheckedyes0.55012.5—
When used to extend the pretraining of transformer-based language models, our approach closes the performance gap betwe…○ uncheckedyes0.5506.4Backing this library is a curated collection of pretrained models made by and available for the community.

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

Step by step

WhereStatusClaimCredence
1 step belowuncheckedBacking this library is a curated collection of pretrained models made by and available for the community.this claim takes its method from it, as the citing paper says · human literature · ext:3ea3768e0f217f410.55
this claimuncheckedWhen used to extend the pretraining of transformer-based language models, our approach closes the performance gap between unsupervised and supervised pretraini…human literature · ext:493dd83e71d4e9d00.55

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