Pith Number

pith:PJSA6RHB

pith:2022:PJSA6RHBRDAXT4WE3DZMEJFFUV

not attested not anchored not stored refs pending

Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis

Louis-Philippe Morency, Paul Pu Liang, Ruslan Salakhutdinov, Umang Bhatt, Willie Neiswanger, Yuxin Xiao

arxiv:2210.04714 v2 · 2022-10-10 · cs.CL · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJSA6RHBRDAXT4WE3DZMEJFFUV}

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

1 paper in Pith

Calibrating Model-Based Evaluation Metrics for Summarization

Receipt and verification

First computed	2026-07-05T05:06:34.561042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a640f44e188c179f2c4d8f2c224a5a577dea900944271958304c43f4e59b95b

Aliases

arxiv: 2210.04714 · arxiv_version: 2210.04714v2 · doi: 10.48550/arxiv.2210.04714 · pith_short_12: PJSA6RHBRDAX · pith_short_16: PJSA6RHBRDAXT4WE · pith_short_8: PJSA6RHB

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/PJSA6RHBRDAXT4WE3DZMEJFFUV \
  | 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: 7a640f44e188c179f2c4d8f2c224a5a577dea900944271958304c43f4e59b95b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7ff64d2b7d61f3c2df329cab627a3e4a6e3438546238688183e09720926dccc",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-10T14:16:01Z",
    "title_canon_sha256": "284a4f8ada9d1d220f7c623271bccbc37aa2f67ec4b79f2c0781172eca9d040d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04714",
    "kind": "arxiv",
    "version": 2
  }
}