Pith Number

pith:Y67ESX4N

pith:2024:Y67ESX4NEFDRCBEPUXC3PRKTSP

not attested not anchored not stored refs pending

Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability

Afra Feyza Aky\"urek, Derry Wijaya, Ekin Aky\"urek, Jacob Andreas, Leshem Choshen

arxiv:2401.08574 v2 · 2024-01-16 · 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{Y67ESX4NEFDRCBEPUXC3PRKTSP}

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.

Cited by

2 papers in Pith

Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation

The Statistical Cost of Adaptation in Multi-Source Transfer Learning

Receipt and verification

First computed	2026-07-05T08:37:16.494696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7be495f8d214711048fa5c5b7c55393cabb6d125f14222b5cbce1497ee1988f

Aliases

arxiv: 2401.08574 · arxiv_version: 2401.08574v2 · doi: 10.48550/arxiv.2401.08574 · pith_short_12: Y67ESX4NEFDR · pith_short_16: Y67ESX4NEFDRCBEP · pith_short_8: Y67ESX4N

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/Y67ESX4NEFDRCBEPUXC3PRKTSP \
  | 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: c7be495f8d214711048fa5c5b7c55393cabb6d125f14222b5cbce1497ee1988f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5e9a757ed314b69681a00195652708a19a2c9a7d60dc47d62c233996a08e5b9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-16T18:58:37Z",
    "title_canon_sha256": "c112ae044a32abf5e0b1ac543dfab9252415bc7081a27bda367349a6ebbd9c16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08574",
    "kind": "arxiv",
    "version": 2
  }
}