Pith Number

pith:YWEFAOLH

pith:2026:YWEFAOLHG57WRFWOUWXOOEVR33

not attested not anchored not stored refs pending

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards

Chanjun Park, Heuiseok Lim, Jungseob Lee, Minhyuk Kim, Seongtae Hong, Seungyoon Lee

arxiv:2606.22716 v1 · 2026-06-21 · 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{YWEFAOLHG57WRFWOUWXOOEVR33}

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	2026-06-23T02:13:45.565497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c588503967377f6896cea5aee712b1dee9f886a172a27de1e440f082c07a0720

Aliases

arxiv: 2606.22716 · arxiv_version: 2606.22716v1 · doi: 10.48550/arxiv.2606.22716 · pith_short_12: YWEFAOLHG57W · pith_short_16: YWEFAOLHG57WRFWO · pith_short_8: YWEFAOLH

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/YWEFAOLHG57WRFWOUWXOOEVR33 \
  | 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: c588503967377f6896cea5aee712b1dee9f886a172a27de1e440f082c07a0720

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5589c16737e8914daaabe3150f52aab18c675895e7ec864eb4206fb79778171a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-21T23:27:12Z",
    "title_canon_sha256": "6b41d7ca9578499aeab61d8fee406a4ebaa944d7c96fd89ee19b81e473e3177e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22716",
    "kind": "arxiv",
    "version": 1
  }
}