Pith Number

pith:3EWGOOGZ

pith:2023:3EWGOOGZWU2ZSTPTS4QUPCGXNY

not attested not anchored not stored refs pending

A Formalism and Approach for Improving Robustness of Large Language Models Using Risk-Adjusted Confidence Scores

Ke Shen, Mayank Kejriwal

arxiv:2310.03283 v1 · 2023-10-05 · 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{3EWGOOGZWU2ZSTPTS4QUPCGXNY}

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.

Receipt and verification

First computed	2026-07-05T06:57:30.995074Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d92c6738d9b535994df397214788d76e37642a4bcf471074b32187b8c0614ded

Aliases

arxiv: 2310.03283 · arxiv_version: 2310.03283v1 · doi: 10.48550/arxiv.2310.03283 · pith_short_12: 3EWGOOGZWU2Z · pith_short_16: 3EWGOOGZWU2ZSTPT · pith_short_8: 3EWGOOGZ

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/3EWGOOGZWU2ZSTPTS4QUPCGXNY \
  | 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: d92c6738d9b535994df397214788d76e37642a4bcf471074b32187b8c0614ded

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "496f55a112b07996260c9c8d9490f5a19de25e102633c098981c4dd5dbd81962",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-05T03:20:41Z",
    "title_canon_sha256": "86f4482451a54665c366c769c4177b264e1c694da87562854cee5d6255e6c3ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03283",
    "kind": "arxiv",
    "version": 1
  }
}