Pith Number

pith:5TFNOUD7

pith:2025:5TFNOUD7X2BZBVGMPC4KFAQMSA

not attested not anchored not stored refs pending

Triple Phase Transitions: Understanding the Learning Dynamics of Large Language Models from a Neuroscience Perspective

Keigo Tada, Shinji Nishimoto, Sota Yoshino, Yuko Nakagi, Yu Takagi

arxiv:2502.20779 v2 · 2025-02-28 · cs.CL · cs.AI · cs.LG · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5TFNOUD7X2BZBVGMPC4KFAQMSA}

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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

Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs

Receipt and verification

First computed	2026-07-05T10:41:20.913391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eccad7507fbe8390d4cc78b8a2820c90068571cb90104aff2f7ec3a9e5659898

Aliases

arxiv: 2502.20779 · arxiv_version: 2502.20779v2 · doi: 10.48550/arxiv.2502.20779 · pith_short_12: 5TFNOUD7X2BZ · pith_short_16: 5TFNOUD7X2BZBVGM · pith_short_8: 5TFNOUD7

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/5TFNOUD7X2BZBVGMPC4KFAQMSA \
  | 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: eccad7507fbe8390d4cc78b8a2820c90068571cb90104aff2f7ec3a9e5659898

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1eb07927b9a7188480abc8b6c4428b52f38518ef6eef1697de872178edb759b3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-28T06:59:04Z",
    "title_canon_sha256": "0a6d648c6f3968a7062bf3528bbbfae700927d386f0fdcb15ad7f65909a09b81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20779",
    "kind": "arxiv",
    "version": 2
  }
}