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Its line of work

We show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements.

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 claims3 claims and 2 dependencies, in 1 group of joined claims; within a group, foundations on the left and what rests on them to the right.3 claims, 1 step deep, Biochemistry, Genetics and Molecular BiologyWe show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements. takes its method from Using a new combination of a protein language model that allows us to make predictions from single sequences and a geom… (identified in the literature)We show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements. takes its method from We validated the advantage of using the embeddings as exclusive input for several subsequent tasks: (1) a per-residue (… (identified in the literature)We show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements.: unchecked, credence 0.55, stakes 7.3We show experimentally…Using a new combination of a protein language model that allows us to make predictions from single sequences and a geom…: unchecked, credence 0.55, stakes 10.3, reliance 2.0Using a new…We validated the advantage of using the embeddings as exclusive input for several subsequent tasks: (1) a per-residue (…: unchecked, credence 0.55, stakes 13.2, reliance 3.0We validated the…

● 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 13.2 the claim it is drawn around

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Every claim drawn, as a table
ClaimStatusCheckableCredenceUseStakesRests on
We show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements.○ uncheckedyes0.5507.3Using a new combination of a protein language model that allows us to make predictions from single sequences and a geom…, We validated the advantage of using the embeddings as exclusive input for several subsequent tasks: (1) a per-residue (…
Using a new combination of a protein language model that allows us to make predictions from single sequences and a geom…○ uncheckedyes0.55010.3—
We validated the advantage of using the embeddings as exclusive input for several subsequent tasks: (1) a per-residue (…○ uncheckedyes0.55013.2—

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Step by step

WhereStatusClaimCredence
1 step belowuncheckedUsing a new combination of a protein language model that allows us to make predictions from single sequences and a geometry-inspired transformer model trained…this claim takes its method from it, as the citing paper says · human literature · ext:6227586b2261cdb90.55
1 step belowuncheckedWe validated the advantage of using the embeddings as exclusive input for several subsequent tasks: (1) a per-residue (per-token) prediction of protein seconda…this claim takes its method from it, as the citing paper says · human literature · ext:9be3dc37691969240.55
this claimuncheckedWe show experimentally that EvoDiff generations express, fold, and exhibit expected secondary structure elements.human literature · ext:27b5bf54927d98d60.55

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