Pith Number

pith:5M5YE5FI

pith:2024:5M5YE5FIZQNEEOACNL2XC3ISMR

not attested not anchored not stored refs pending

Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?

Fan Yang, Haiyan Zhao, Jingyuan Huang, Kai Mei, Kaize Ding, Mengnan Du, Mingyu Jin, Qingcheng Zeng, Qinkai Yu, Wenyue Hua, Yanda Meng, Yongfeng Zhang, Zhenting Wang

arxiv:2404.07066 v7 · 2024-04-10 · 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{5M5YE5FIZQNEEOACNL2XC3ISMR}

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

The Generalization Ridge: Information Flow in Natural Language Generation

Receipt and verification

First computed	2026-07-05T10:09:43.235979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb3b8274a8cc1a4238026af5716d1264739331f3e67e29fb75bcb97101ecd6de

Aliases

arxiv: 2404.07066 · arxiv_version: 2404.07066v7 · doi: 10.48550/arxiv.2404.07066 · pith_short_12: 5M5YE5FIZQNE · pith_short_16: 5M5YE5FIZQNEEOAC · pith_short_8: 5M5YE5FI

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/5M5YE5FIZQNEEOACNL2XC3ISMR \
  | 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: eb3b8274a8cc1a4238026af5716d1264739331f3e67e29fb75bcb97101ecd6de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7399657ee3b903bd37661898fe18e37c6d5b4bf2a1eef3ed519212d6847a893",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-10T14:56:40Z",
    "title_canon_sha256": "3efbd180b492c0bdaa43ba59461ee9909cc5bc7f9935391f0acfd884bef06d9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07066",
    "kind": "arxiv",
    "version": 7
  }
}