Pith Number

pith:KHQV23NU

pith:2025:KHQV23NUBYIMYY6AK2KOPWUPRW

not attested not anchored not stored refs pending

LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Dacheng Li, Eric Tang, Ion Stoica, Joseph E. Gonzalez, Kourosh Hakhamaneshi, Matei Zaharia, Shishir G. Patil, Shiyi Cao, Shu Liu, Sumanth Hegde, Tyler Griggs, Xiangxi Mo

arxiv:2502.07374 v2 · 2025-02-11 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KHQV23NUBYIMYY6AK2KOPWUPRW}

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

19 papers in Pith

ReasoningLens: Hierarchical Visualization and Diagnostic Auditing for Large Reasoning Models

The Tell-Tale Norm: $\ell_2$ Magnitude as a Signal for Reasoning Dynamics in Large Language Models

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use

LinTree: Improving LLM Reasoning with Explicitly Structured Search Histories

Quantized Reasoning Models Think They Need to Think Longer, but They Do Not

Receipt and verification

First computed	2026-07-05T10:15:49.043285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51e15d6db40e10cc63c05694e7da8f8d8ed7379aad99bb3e1a5a6e983bd7350d

Aliases

arxiv: 2502.07374 · arxiv_version: 2502.07374v2 · doi: 10.48550/arxiv.2502.07374 · pith_short_12: KHQV23NUBYIM · pith_short_16: KHQV23NUBYIMYY6A · pith_short_8: KHQV23NU

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/KHQV23NUBYIMYY6AK2KOPWUPRW \
  | 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: 51e15d6db40e10cc63c05694e7da8f8d8ed7379aad99bb3e1a5a6e983bd7350d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7acc7a20d8d7d8f03c4cf67cd97076aa19e75768b488f24a4878adb9843c14b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-11T08:48:48Z",
    "title_canon_sha256": "38433bc43b1964b25753751921159d6f88067c9deb8d782c920d72510900c70d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07374",
    "kind": "arxiv",
    "version": 2
  }
}