Pith Number

pith:554R634V

pith:2021:554R634VE6HODIMLCBT66R4LTB

not attested not anchored not stored refs pending

Measure and Improve Robustness in NLP Models: A Survey

Diyi Yang, Haohan Wang, Xuezhi Wang

arxiv:2112.08313 v2 · 2021-12-15 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{554R634VE6HODIMLCBT66R4LTB}

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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.

Cited by

1 paper in Pith

ART: Automatic multi-step reasoning and tool-use for large language models

Receipt and verification

First computed	2026-07-05T04:21:35.844453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef791f6f95278ee1a18b1067ef478b9869b6acc253acfb0c4a45fdc44c0fd642

Aliases

arxiv: 2112.08313 · arxiv_version: 2112.08313v2 · doi: 10.48550/arxiv.2112.08313 · pith_short_12: 554R634VE6HO · pith_short_16: 554R634VE6HODIML · pith_short_8: 554R634V

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/554R634VE6HODIMLCBT66R4LTB \
  | 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: ef791f6f95278ee1a18b1067ef478b9869b6acc253acfb0c4a45fdc44c0fd642

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b021040775846f3313afa849fa9beb701979c4061bce394e8aea4b4d1bc665be",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-15T18:02:04Z",
    "title_canon_sha256": "50936759a6678682216d1288779daf076a51c54d40e14ede85049cf0763dc364"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08313",
    "kind": "arxiv",
    "version": 2
  }
}