Pith Number

pith:6GAA24QT

pith:2025:6GAA24QTLZRO5KUYWWAQ4CSBEL

not attested not anchored not stored refs pending

Unraveling Token Prediction Refinement and Identifying Essential Layers in Language Models

Jaturong Kongmanee

arxiv:2501.15054 v2 · 2025-01-25 · cs.CL · cs.AI · 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{6GAA24QTLZRO5KUYWWAQ4CSBEL}

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

On the Effect of Uncertainty on Layer-wise Inference Dynamics

Receipt and verification

First computed	2026-07-05T11:17:39.984934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1800d72135e62eeaa98b5810e0a4122ff4db0ca187d002eb7efe94c0bf40e24

Aliases

arxiv: 2501.15054 · arxiv_version: 2501.15054v2 · doi: 10.48550/arxiv.2501.15054 · pith_short_12: 6GAA24QTLZRO · pith_short_16: 6GAA24QTLZRO5KUY · pith_short_8: 6GAA24QT

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/6GAA24QTLZRO5KUYWWAQ4CSBEL \
  | 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: f1800d72135e62eeaa98b5810e0a4122ff4db0ca187d002eb7efe94c0bf40e24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49020cef9ba7e290f813baab4879aebc83d50a8ea4db2896c497a703744dd207",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-25T03:34:15Z",
    "title_canon_sha256": "c7ececf4427488cbb5f31045adb0a43e9ef0872b9d53f5cc56bec778c5534924"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15054",
    "kind": "arxiv",
    "version": 2
  }
}