Pith Number

pith:HJM4MS3L

pith:2024:HJM4MS3LGLURBHDSCKBZAK6O4P

not attested not anchored not stored refs pending

What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Ming Li, Tianyi Zhou, Yanhong Li

arxiv:2410.23743 v2 · 2024-10-31 · 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{HJM4MS3LGLURBHDSCKBZAK6O4P}

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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

Mitigating Position Bias in Transformers via Layer-Specific Positional Embedding Scaling

Receipt and verification

First computed	2026-07-05T11:16:04.444403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a59c64b6b32e9109c721283902bcee3fb0a37c6239d0bcef3af30cc24532b22

Aliases

arxiv: 2410.23743 · arxiv_version: 2410.23743v2 · doi: 10.48550/arxiv.2410.23743 · pith_short_12: HJM4MS3LGLUR · pith_short_16: HJM4MS3LGLURBHDS · pith_short_8: HJM4MS3L

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/HJM4MS3LGLURBHDSCKBZAK6O4P \
  | 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: 3a59c64b6b32e9109c721283902bcee3fb0a37c6239d0bcef3af30cc24532b22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e420d4ddfe804490544eded33d8d27592bd2fbd7a1d38c6c46c589d1cd1f19c8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-31T08:58:06Z",
    "title_canon_sha256": "c636f807ff69be9f06c21641802608580cd280c2eb8b738c6fc28f81b7e60763"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23743",
    "kind": "arxiv",
    "version": 2
  }
}