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Pith Number

pith:UOPXHLLL

pith:2020:UOPXHLLL6527GAPXT2ST5RFEIR
not attested not anchored not stored refs pending

How Can We Know When Language Models Know? On the Calibration of Language Models for Question Answering

Graham Neubig, Haibo Ding, Jun Araki, Zhengbao Jiang

arxiv:2012.00955 v2 · 2020-12-02 · cs.CL

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\usepackage{pith}
\pithnumber{UOPXHLLL6527GAPXT2ST5RFEIR}

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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.
Receipt and verification
First computed 2026-07-05T02:41:49.261979Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a39f73ad6bf775f301f79ea53ec4a44469e399b8928ca1a43fd6c5bb7cfc5551

Aliases

arxiv: 2012.00955 · arxiv_version: 2012.00955v2 · doi: 10.48550/arxiv.2012.00955 · pith_short_12: UOPXHLLL6527 · pith_short_16: UOPXHLLL6527GAPX · pith_short_8: UOPXHLLL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UOPXHLLL6527GAPXT2ST5RFEIR \
  | 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: a39f73ad6bf775f301f79ea53ec4a44469e399b8928ca1a43fd6c5bb7cfc5551
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "65b30254828565582bf27549e2292cf4c67c2de02ed8a1aa7cdaa805035bd11f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-02T03:53:13Z",
    "title_canon_sha256": "6a99a49b4f74d5d1c87792efd6572e3e23cfe14baa55fd0981e7a457f9493843"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.00955",
    "kind": "arxiv",
    "version": 2
  }
}