Pith Number

pith:TI7KQ4JN

pith:2021:TI7KQ4JNO5NJRS5WHQBRAO5VAI

not attested not anchored not stored refs pending

Coherence boosting: When your pretrained language model is not paying enough attention

Nebojsa Jojic, Nikolay Malkin, Zhen Wang

arxiv:2110.08294 v2 · 2021-10-15 · 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{TI7KQ4JNO5NJRS5WHQBRAO5VAI}

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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

A comprehensive taxonomy of hallucinations in Large Language Models

Receipt and verification

First computed	2026-07-05T04:05:35.816082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a3ea8712d775a98cbb63c03103bb5021a691faed6f202ff8afb603bc945ab48

Aliases

arxiv: 2110.08294 · arxiv_version: 2110.08294v2 · doi: 10.48550/arxiv.2110.08294 · pith_short_12: TI7KQ4JNO5NJ · pith_short_16: TI7KQ4JNO5NJRS5W · pith_short_8: TI7KQ4JN

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/TI7KQ4JNO5NJRS5WHQBRAO5VAI \
  | 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: 9a3ea8712d775a98cbb63c03103bb5021a691faed6f202ff8afb603bc945ab48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "044140706c42cec82924ef754317f48fb4b33b9800748f499968a9a80db8af4a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-15T18:05:33Z",
    "title_canon_sha256": "9880b00c58d96b88faa2e65c559b658414884e457980012ae63a2b83bd8794a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08294",
    "kind": "arxiv",
    "version": 2
  }
}