Pith. sign in
Pith Number

pith:JVW23KQH

pith:2025:JVW23KQH57JX2ZOS5OQP43AAC3
not attested not anchored not stored refs pending

Right Is Not Enough: The Pitfalls of Outcome Supervision in Training LLMs for Math Reasoning

Da Zheng, Jiaxing Guo, Lun Du, Shengzhong Zhang, Tongshan Xu, Wenjie Yang, Zengfeng Huang

arxiv:2506.06877 v2 · 2025-06-07 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JVW23KQH57JX2ZOS5OQP43AAC3}

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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 2026-07-05T11:26:31.869071Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4d6dadaa07efd37d65d2eba0fe6c0016e604092f30bd4735f5174c27b4951e5f

Aliases

arxiv: 2506.06877 · arxiv_version: 2506.06877v2 · doi: 10.48550/arxiv.2506.06877 · pith_short_12: JVW23KQH57JX · pith_short_16: JVW23KQH57JX2ZOS · pith_short_8: JVW23KQH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JVW23KQH57JX2ZOS5OQP43AAC3 \
  | 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: 4d6dadaa07efd37d65d2eba0fe6c0016e604092f30bd4735f5174c27b4951e5f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "914040e8c9b01123e4d99e8593ce9b19e6147e4ed8dc8fa94a9477df98e6030c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-07T17:54:56Z",
    "title_canon_sha256": "a4cbeb859acdbd571ba6ebf29e0f2754c4646e2e46132fdbee67f4c2de73193a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06877",
    "kind": "arxiv",
    "version": 2
  }
}