Pith Number

pith:LWTPULH3

pith:2021:LWTPULH3SIZJZ2PCLJQGDF5KQU

not attested not anchored not stored refs pending

Thinking Like Transformers

Eran Yahav, Gail Weiss, Yoav Goldberg

arxiv:2106.06981 v2 · 2021-06-13 · cs.LG · 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{LWTPULH3SIZJZ2PCLJQGDF5KQU}

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

5 papers in Pith

Can Language Model Agents be Helpful Circuit Explainers in Mechanistic Interpretability?

Comparing Transformers and Hybrid Models at the Token Level

Syntactic Belief Update as the Driver of Garden Path Processing Difficulty

Correcting Influence: Unboxing LLM Outputs with Orthogonal Latent Spaces

Internalized Reasoning for Long-Context Visual Document Understanding

Receipt and verification

First computed	2026-07-05T02:58:43.091663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5da6fa2cfb92329ce9e25a606197aa852f40d40d7ddb418d9ee0436c9436c800

Aliases

arxiv: 2106.06981 · arxiv_version: 2106.06981v2 · doi: 10.48550/arxiv.2106.06981 · pith_short_12: LWTPULH3SIZJ · pith_short_16: LWTPULH3SIZJZ2PC · pith_short_8: LWTPULH3

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/LWTPULH3SIZJZ2PCLJQGDF5KQU \
  | 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: 5da6fa2cfb92329ce9e25a606197aa852f40d40d7ddb418d9ee0436c9436c800

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e5daca6b5e42e07f176d3e6acff863761e3709e73010f6b0350dc8f4d2af3a3",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-13T13:04:46Z",
    "title_canon_sha256": "f23f26182c1bf86ab510d1e8de6c2db1f9bf6a7bc988191c1ec93b25296d0028"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06981",
    "kind": "arxiv",
    "version": 2
  }
}