Claims › ext:5966ebf7259b078e › line of work
Its line of work
Assessed against the ProteinGym benchmark (217 multiplex assays of variant effect—MAVE—with 2.5 million variants), VespaG achieved a mean Spearman correlation of 0.48 ± 0.02, matching top-performing methods evaluated on the same data.
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.
● 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 11.3 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
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| Assessed against the ProteinGym benchmark (217 multiplex assays of variant effect—MAVE—with 2.5 million variants), Vesp… | ○ unchecked | yes | 0.55 | 0 | 5.1 | We show that using only zero-shot inference, without any supervision from experimental data or additional training, pro… |
| We show that using only zero-shot inference, without any supervision from experimental data or additional training, pro… | ○ unchecked | yes | 0.55 | 0 | 11.3 | — |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | We show that using only zero-shot inference, without any supervision from experimental data or additional training, protein language models capture the functio…this claim takes its method from it, as the citing paper says · human literature · ext:9842f4fa317364b4 | 0.55 |
| this claim | unchecked | Assessed against the ProteinGym benchmark (217 multiplex assays of variant effect—MAVE—with 2.5 million variants), VespaG achieved a mean Spearman correlation…human literature · ext:5966ebf7259b078e | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.