Pith Number

pith:GSGPBBK3

pith:2021:GSGPBBK34XSZ7MIQXK6EAYMWHG

not attested not anchored not stored refs pending

Noisy Text Data: Achilles' Heel of popular transformer based NLP models

Ankit Kumar, Anuj Gupta, Kartikay Bagla, Shivam Gupta

arxiv:2110.03353 v1 · 2021-10-07 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GSGPBBK34XSZ7MIQXK6EAYMWHG}

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

SeaAlert: Robust Severity Classification and LLM-Based Information Extraction for Noisy Maritime Distress Communications

Receipt and verification

First computed	2026-07-05T03:20:41.711294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

348cf0855be5e59fb110babc40619639ba086d165cf58b980376bc1aeb45881e

Aliases

arxiv: 2110.03353 · arxiv_version: 2110.03353v1 · doi: 10.48550/arxiv.2110.03353 · pith_short_12: GSGPBBK34XSZ · pith_short_16: GSGPBBK34XSZ7MIQ · pith_short_8: GSGPBBK3

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/GSGPBBK34XSZ7MIQXK6EAYMWHG \
  | 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: 348cf0855be5e59fb110babc40619639ba086d165cf58b980376bc1aeb45881e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e914eb6e43c2e68d4e865b89e113505d862188865416cff17bc9e14a4379fec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-07T11:45:31Z",
    "title_canon_sha256": "76cc76f6820375b28760aff6e90efec19d875ca51263897bfb75d87083f02f76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03353",
    "kind": "arxiv",
    "version": 1
  }
}