Pith Number

pith:F7WTJQEM

pith:2024:F7WTJQEMEGX6OYYVRQPJQZJ6LW

not attested not anchored not stored refs pending

Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines

Aashay Mehta, Alexandre Kirchmeyer, Andrej Risteski, Boris Dadachev, Kishore Papineni, Sanjiv Kumar, Yilong Qin, Yuchen Li

arxiv:2407.21046 v1 · 2024-07-22 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7WTJQEMEGX6OYYVRQPJQZJ6LW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Scaling Laws from Sequential Feature Recovery: A Solvable Hierarchical Model

Receipt and verification

First computed	2026-07-05T08:50:32.830738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fed34c08c21afe763158c1e98653e5db8759c8d32dc0311eb3a465edf0bfe10

Aliases

arxiv: 2407.21046 · arxiv_version: 2407.21046v1 · doi: 10.48550/arxiv.2407.21046 · pith_short_12: F7WTJQEMEGX6 · pith_short_16: F7WTJQEMEGX6OYYV · pith_short_8: F7WTJQEM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/F7WTJQEMEGX6OYYVRQPJQZJ6LW \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2fed34c08c21afe763158c1e98653e5db8759c8d32dc0311eb3a465edf0bfe10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6075b5dadacc0fa19efe825ca01b214f226e08477d7495c04b3e63e7d13da13",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-22T18:00:00Z",
    "title_canon_sha256": "857cd5f4dcaacde707afd23e7d44286af041f7991e1c0e2dd4211cd4ddad9a6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21046",
    "kind": "arxiv",
    "version": 1
  }
}