Pith Number

pith:DVVDNV45

pith:2023:DVVDNV45K65P2N3LH5CAGGEQXT

not attested not anchored not stored refs pending

Jump to Conclusions: Short-Cutting Transformers With Linear Transformations

Alexander Yom Din, Leshem Choshen, Mor Geva, Taelin Karidi

arxiv:2303.09435 v2 · 2023-03-16 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVVDNV45K65P2N3LH5CAGGEQXT}

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

3 papers in Pith

The Right Answer, the Wrong Direction: Why Transformers Fail at Counting and How to Fix It

Eliciting Latent Predictions from Transformers with the Tuned Lens

The Right Answer, the Wrong Direction: Why Transformers Fail at Counting and How to Fix It

Receipt and verification

First computed	2026-07-05T08:34:02.468887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d6a36d79d57bafd376b3f44031890bcdaf94a6c0e03384ca827dd5da2821399

Aliases

arxiv: 2303.09435 · arxiv_version: 2303.09435v2 · doi: 10.48550/arxiv.2303.09435 · pith_short_12: DVVDNV45K65P · pith_short_16: DVVDNV45K65P2N3L · pith_short_8: DVVDNV45

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/DVVDNV45K65P2N3LH5CAGGEQXT \
  | 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: 1d6a36d79d57bafd376b3f44031890bcdaf94a6c0e03384ca827dd5da2821399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e31ee7260c2167eef1ea30997075d8855632317bfdf3ec3c28d16a7d799ec7a5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-16T16:10:16Z",
    "title_canon_sha256": "2e2734759cd1e4ee45c90265256fced1d8f37e5f2b421d9003943717723f989e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.09435",
    "kind": "arxiv",
    "version": 2
  }
}