Pith Number

pith:OQPXG764

pith:2026:OQPXG764FILLM4WZEJNG52EPLI

not attested not anchored not stored refs pending

Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning

Cuiyun Gao, Dianbo Sui, Jia Feng, Qing Liao, Yibo Lyu, Yun Peng, Zhanyue Qin

arxiv:2605.17958 v1 · 2026-05-18 · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OQPXG764FILLM4WZEJNG52EPLI}

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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.

Receipt and verification

First computed	2026-05-20T00:05:08.163762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

741f737fdc2a16b672d9225a6ee88f5a1359c3dde4569d1fadacd5383629934d

Aliases

arxiv: 2605.17958 · arxiv_version: 2605.17958v1 · doi: 10.48550/arxiv.2605.17958 · pith_short_12: OQPXG764FILL · pith_short_16: OQPXG764FILLM4WZ · pith_short_8: OQPXG764

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/OQPXG764FILLM4WZEJNG52EPLI \
  | 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: 741f737fdc2a16b672d9225a6ee88f5a1359c3dde4569d1fadacd5383629934d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df3d33dd823b59e1290846cd55b1bc868040c340e7af2f7336bf2ff2ea7ef86a",
    "cross_cats_sorted": [
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-18T07:12:44Z",
    "title_canon_sha256": "a81e6b5f78533d0b79a8b80688eee425d41ae179f7898530cf8d7100c7fcfeab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17958",
    "kind": "arxiv",
    "version": 1
  }
}