Pith Number

pith:V4RDKFGP

pith:2025:V4RDKFGP6YR2PIL76BEYQSBT7J

not attested not anchored not stored refs pending

Enhancing Generalization in Chain of Thought Reasoning for Smaller Models

Boyu Wang, Charles Ling, Dingyi Jiang, Maxwell J. Yin, Yongbing Chen

arxiv:2501.09804 v1 · 2025-01-16 · cs.LG · cs.AI · 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{V4RDKFGP6YR2PIL76BEYQSBT7J}

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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

Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T10:02:11.404358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af223514cff623a7a17ff049884833fa7e08da7decc0a91b1499a991e46d2ee2

Aliases

arxiv: 2501.09804 · arxiv_version: 2501.09804v1 · doi: 10.48550/arxiv.2501.09804 · pith_short_12: V4RDKFGP6YR2 · pith_short_16: V4RDKFGP6YR2PIL7 · pith_short_8: V4RDKFGP

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/V4RDKFGP6YR2PIL76BEYQSBT7J \
  | 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: af223514cff623a7a17ff049884833fa7e08da7decc0a91b1499a991e46d2ee2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e4aa38a74feca5a7e3348f133e73f878fa92858bcb1198f3221d921347745c7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T19:23:11Z",
    "title_canon_sha256": "8a3ec47993c96f3f72baf956b4528db2562bfe23d09c04bd5daf71c90480ba44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09804",
    "kind": "arxiv",
    "version": 1
  }
}