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Pith Number

pith:SL6BTGDI

pith:2023:SL6BTGDIFSLXNMBKWETDE235NW
not attested not anchored not stored refs pending

Failures Pave the Way: Enhancing Large Language Models through Tuning-free Rule Accumulation

Peng Li, Yang Liu, Zeyuan Yang

arxiv:2310.15746 v1 · 2023-10-24 · cs.CL

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\usepackage{pith}
\pithnumber{SL6BTGDIFSLXNMBKWETDE235NW}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T07:04:30.393475Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

92fc1998682c9776b02ab126326b7d6d9d1a35a89040c8626364f0588a0b4734

Aliases

arxiv: 2310.15746 · arxiv_version: 2310.15746v1 · doi: 10.48550/arxiv.2310.15746 · pith_short_12: SL6BTGDIFSLX · pith_short_16: SL6BTGDIFSLXNMBK · pith_short_8: SL6BTGDI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SL6BTGDIFSLXNMBKWETDE235NW \
  | 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: 92fc1998682c9776b02ab126326b7d6d9d1a35a89040c8626364f0588a0b4734
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5afe38073acf29507624cc38f90e9796bdf284f4f4c99a9bc9dbe56f0290e111",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-24T11:40:34Z",
    "title_canon_sha256": "d0fc8069fae4a1e86d65b2bbfeaa852f1894d19c0e4c65e1795bdb82b0345b7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15746",
    "kind": "arxiv",
    "version": 1
  }
}