Claims › ext:70ddf8929bf594b4 › line of work
Its line of work
Our experiments show that the unified language models pre-trained using PMLM achieve new state-of-the-art results on a wide range of natural language understanding and generation tasks across several widely used benchmarks.
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 17.6 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 |
|---|---|---|---|---|---|---|
| Our experiments show that the unified language models pre-trained using PMLM achieve new state-of-the-art results on a… | ○ unchecked | yes | 0.55 | 0 | 8.0 | The method is straightforward to implement, is computationally efficient, has little memory requirements, is invariant… |
| The method is straightforward to implement, is computationally efficient, has little memory requirements, is invariant… | ○ unchecked | yes | 0.55 | 0 | 17.6 | — |
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 | The method is straightforward to implement, is computationally efficient, has little memory requirements, is invariant to diagonal rescaling of the gradients,…this claim takes its method from it, as the citing paper says · human literature · ext:8c42696bd6e7ddf7 | 0.55 |
| this claim | unchecked | Our experiments show that the unified language models pre-trained using PMLM achieve new state-of-the-art results on a wide range of natural language understan…human literature · ext:70ddf8929bf594b4 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.