Pith Number

pith:5DX7ITEO

pith:2025:5DX7ITEOLFMRHPKEB76FSII3EI

not attested not anchored not stored refs pending

The Challenge of Teaching Reasoning to LLMs Without RL or Distillation

Advaith Avadhanam, Alexan Ayrapetyan, Ashmit Dutta, Boris Ginsburg, Branislav Kisacanin, Dan Zhao, David Zhang, Dragan Masulovic, George Armstrong, Igor Gitman, Ivan Moshkov, Joonseok Kang, Leon Luo, Marius Stanean, Max Wang, Mihir Tandon, Sadegh Mahdavi, Shitij Govil, Shizhe Diao, Shubham Toshniwal, Sriram Ananthakrishnan, Sri Yanamandara, Titu Andreescu, Vedant Rathi, Wei Du

arxiv:2507.09850 v3 · 2025-07-14 · 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{5DX7ITEOLFMRHPKEB76FSII3EI}

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.

Receipt and verification

First computed	2026-07-05T11:38:09.408418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8eff44c8e595913bd440ffc59211b2206f3e5a91ae6bf013e66f8b641a50d40

Aliases

arxiv: 2507.09850 · arxiv_version: 2507.09850v3 · doi: 10.48550/arxiv.2507.09850 · pith_short_12: 5DX7ITEOLFMR · pith_short_16: 5DX7ITEOLFMRHPKE · pith_short_8: 5DX7ITEO

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/5DX7ITEOLFMRHPKEB76FSII3EI \
  | 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: e8eff44c8e595913bd440ffc59211b2206f3e5a91ae6bf013e66f8b641a50d40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c0bd347ac124c62a11e95fd7c262d65379577aff75f894010f09baa4f7f35b1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-14T01:14:50Z",
    "title_canon_sha256": "717b124fb9d55155cfb1168b7f7092789b151279bffa59ad9caaf38104310009"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09850",
    "kind": "arxiv",
    "version": 3
  }
}