Pith Number

pith:YCM6UHQH

pith:2025:YCM6UHQH23AYZPAGDK2KOEWUUU

not attested not anchored not stored refs pending

Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning

Huajun Chen, Lei Liang, Songze Li, Wen Zhang, Xiaoke Guo, Zhaoyan Gong, Zhengke Gui, Zhiqiang Liu, Zhongpu Bo

arxiv:2511.07910 v2 · 2025-11-11 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YCM6UHQH23AYZPAGDK2KOEWUUU}

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.

Receipt and verification

First computed	2026-06-02T01:03:38.329754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c099ea1e07d6c18cbc061ab4a712d4a5307d8d5b6f132908ec6f6d2a3325de26

Aliases

arxiv: 2511.07910 · arxiv_version: 2511.07910v2 · doi: 10.48550/arxiv.2511.07910 · pith_short_12: YCM6UHQH23AY · pith_short_16: YCM6UHQH23AYZPAG · pith_short_8: YCM6UHQH

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/YCM6UHQH23AYZPAGDK2KOEWUUU \
  | 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: c099ea1e07d6c18cbc061ab4a712d4a5307d8d5b6f132908ec6f6d2a3325de26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc4fab2f84ad8f5fce7dc392ac87ceb3573a45ef3dcc4d053d1b80ba1e350c8b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-11T07:08:27Z",
    "title_canon_sha256": "24567c703f362b717d3314a921875dde24826aed5e2f57b6fd71079af82555fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.07910",
    "kind": "arxiv",
    "version": 2
  }
}