Pith Number

pith:L7V3WJD2

pith:2026:L7V3WJD2DZSC3SA5TVQV7UBVR4

not attested not anchored not stored refs pending

Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning

Jiangnan Xia, Kishan Panaganti, Ninghao Liu, Yucheng Shi, Yu Yang, Zhenwen Liang

arxiv:2606.10346 v1 · 2026-06-09 · 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{L7V3WJD2DZSC3SA5TVQV7UBVR4}

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	2026-06-10T01:10:12.916814Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5febbb247a1e642dc81d9d615fd0358f306344d9e5e62d19405a712e4a278e99

Aliases

arxiv: 2606.10346 · arxiv_version: 2606.10346v1 · doi: 10.48550/arxiv.2606.10346 · pith_short_12: L7V3WJD2DZSC · pith_short_16: L7V3WJD2DZSC3SA5 · pith_short_8: L7V3WJD2

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/L7V3WJD2DZSC3SA5TVQV7UBVR4 \
  | 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: 5febbb247a1e642dc81d9d615fd0358f306344d9e5e62d19405a712e4a278e99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2321b5fba5a33998c0414b296b6f133e68aaf20445b37d057572187324d0ace",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-09T02:55:12Z",
    "title_canon_sha256": "f8f7acf8dd876e8915c65b9766bc90f5b8852addf6eab74984243de460be9532"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10346",
    "kind": "arxiv",
    "version": 1
  }
}