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Pith Number

pith:Y735HMZE

pith:2024:Y735HMZER6UGURPI3B4JDKLLHV
not attested not anchored not stored refs pending

Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning

Shiyu Chang, Tommi Jaakkola, Yang Zhang, Yujian Liu

arxiv:2410.19290 v1 · 2024-10-25 · cs.CL

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\usepackage{pith}
\pithnumber{Y735HMZER6UGURPI3B4JDKLLHV}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:25:54.448735Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c7f7d3b3248fa86a45e8d87891a96b3d6781a2b87005464970ecacf96ff9a1b2

Aliases

arxiv: 2410.19290 · arxiv_version: 2410.19290v1 · doi: 10.48550/arxiv.2410.19290 · pith_short_12: Y735HMZER6UG · pith_short_16: Y735HMZER6UGURPI · pith_short_8: Y735HMZE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y735HMZER6UGURPI3B4JDKLLHV \
  | 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: c7f7d3b3248fa86a45e8d87891a96b3d6781a2b87005464970ecacf96ff9a1b2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ac7d256caba84f5fefc08fead001c8547c4b99275fb6bd33d944bc707eda98bc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-25T03:48:51Z",
    "title_canon_sha256": "9900b3e29e013bf0bbb7784a339fd73fc6796cb823daaec1f9db60ef4450d63c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19290",
    "kind": "arxiv",
    "version": 1
  }
}