Pith Number

pith:R43BRXC4

pith:2022:R43BRXC4D4AQ2YAOQ2LFYZ5Y3X

not attested not anchored not stored refs pending

Understanding Prior Bias and Choice Paralysis in Transformer-based Language Representation Models through Four Experimental Probes

Ke Shen, Mayank Kejriwal

arxiv:2210.01258 v1 · 2022-10-03 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R43BRXC4D4AQ2YAOQ2LFYZ5Y3X}

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	2026-07-05T05:03:08.681391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f3618dc5c1f010d600e86965c67b8dddc8971c8e410fb59bafe15b41e928728

Aliases

arxiv: 2210.01258 · arxiv_version: 2210.01258v1 · doi: 10.48550/arxiv.2210.01258 · pith_short_12: R43BRXC4D4AQ · pith_short_16: R43BRXC4D4AQ2YAO · pith_short_8: R43BRXC4

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/R43BRXC4D4AQ2YAOQ2LFYZ5Y3X \
  | 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: 8f3618dc5c1f010d600e86965c67b8dddc8971c8e410fb59bafe15b41e928728

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "821072964b48b0be5c8557102a3a58934e1a189f2b1b42a7e5fcc265c2e4f844",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-03T22:36:44Z",
    "title_canon_sha256": "d58c29d512e535a47b65700123d49bcf145d793bf06cc33d201ce7e44a220a19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.01258",
    "kind": "arxiv",
    "version": 1
  }
}