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Pith Number

pith:FQ7I5O2Y

pith:2026:FQ7I5O2YJZRBV4RWS23R64SBWI
not attested not anchored not stored refs pending

When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation

Jinlong Liu, Mark Lee, Mohammed Bahja

arxiv:2605.20364 v1 · 2026-05-19 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FQ7I5O2YJZRBV4RWS23R64SBWI}

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 2026-05-21T01:04:35.137565Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c3e8ebb584e621af23696b71f7241b21c763063c988c8a8d97f5e94172249bf

Aliases

arxiv: 2605.20364 · arxiv_version: 2605.20364v1 · doi: 10.48550/arxiv.2605.20364 · pith_short_12: FQ7I5O2YJZRB · pith_short_16: FQ7I5O2YJZRBV4RW · pith_short_8: FQ7I5O2Y
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FQ7I5O2YJZRBV4RWS23R64SBWI \
  | 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: 2c3e8ebb584e621af23696b71f7241b21c763063c988c8a8d97f5e94172249bf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d2ea62f91305c1a85f23180fb18d0725e8d2c2241625d07101fbcd3b40309938",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-19T18:16:58Z",
    "title_canon_sha256": "0e1a7d1521d81ccc63028ff477190931b0105eff6f39f3d57fb6c041cee5578b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20364",
    "kind": "arxiv",
    "version": 1
  }
}