Pith Number

pith:5TBAI4O4

pith:2022:5TBAI4O4CSQDI4GLVP6ADDWDA7

not attested not anchored not stored refs pending

Pretrained Transformers Do not Always Improve Robustness

Bhavdeep Singh Sachdeva, Chitta Baral, Swaroop Mishra

arxiv:2210.07663 v1 · 2022-10-14 · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5TBAI4O4CSQDI4GLVP6ADDWDA7}

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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

Reasoning Bias of Next Token Prediction Training

Receipt and verification

First computed	2026-07-05T05:06:39.901966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecc20471dc14a03470cbabfc018ec307eeb2285e552c6094b4a087b2737cc2c7

Aliases

arxiv: 2210.07663 · arxiv_version: 2210.07663v1 · doi: 10.48550/arxiv.2210.07663 · pith_short_12: 5TBAI4O4CSQD · pith_short_16: 5TBAI4O4CSQDI4GL · pith_short_8: 5TBAI4O4

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/5TBAI4O4CSQDI4GLVP6ADDWDA7 \
  | 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: ecc20471dc14a03470cbabfc018ec307eeb2285e552c6094b4a087b2737cc2c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3d93762304d14c3ad7d451a253f2d3cf9a5881fa403893cfbddbaa0b4f17a71",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-14T09:30:36Z",
    "title_canon_sha256": "735868da5b9c012b7ac0d4c2a8f382e4ecb0f54890345665e2063e2f4ebaa7c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07663",
    "kind": "arxiv",
    "version": 1
  }
}