Pith. sign in
Pith Number

pith:4BR7THOL

pith:2022:4BR7THOLWWLUERXOBWNAGZ3VMD
not attested not anchored not stored refs pending

Improving the Robustness of Summarization Models by Detecting and Removing Input Noise

Balaji Lakshminarayanan, Jiaming Luo, Jie Ren, Kundan Krishna, Mohammad Saleh, Peter J. Liu, Yao Zhao

arxiv:2212.09928 v2 · 2022-12-20 · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4BR7THOLWWLUERXOBWNAGZ3VMD}

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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 2026-07-05T07:19:42.400872Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e063f99dcbb5974246ee0d9a03677560fe9e82ce90e389afdf5fea7f340f8a76

Aliases

arxiv: 2212.09928 · arxiv_version: 2212.09928v2 · doi: 10.48550/arxiv.2212.09928 · pith_short_12: 4BR7THOLWWLU · pith_short_16: 4BR7THOLWWLUERXO · pith_short_8: 4BR7THOL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4BR7THOLWWLUERXOBWNAGZ3VMD \
  | 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: e063f99dcbb5974246ee0d9a03677560fe9e82ce90e389afdf5fea7f340f8a76
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c73e64fc875361abc8c0aad033f1828091429ecee0b2f57d31cc63943e9ac6ba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T00:33:11Z",
    "title_canon_sha256": "442229d14c8b54057ced12334a01780e07d20d0b9f50c0c129d3f35bb37807ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09928",
    "kind": "arxiv",
    "version": 2
  }
}