Claims › ext:c586a4e302c74e87 › line of work
Its line of work
We also find that existing methods of prompt tuning cannot handle hard sequence labeling tasks, indicating a lack of universality.
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 11.5 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
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| More remarkably, through ablations on model size using T5, we show that prompt tuning becomes more competitive with sca… | ○ unchecked | yes | 0.55 | 0 | 11.5 | — |
| We also find that existing methods of prompt tuning cannot handle hard sequence labeling tasks, indicating a lack of un… | ○ unchecked | yes | 0.55 | 0 | 9.7 | More remarkably, through ablations on model size using T5, we show that prompt tuning becomes more competitive with sca… |
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 | More remarkably, through ablations on model size using T5, we show that prompt tuning becomes more competitive with scale: as models exceed billions of paramet…this claim refutes it, as the citing paper says · human literature · ext:02b564306a95c50b | 0.55 |
| this claim | unchecked | We also find that existing methods of prompt tuning cannot handle hard sequence labeling tasks, indicating a lack of universality.human literature · ext:c586a4e302c74e87 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.