Pith Number

pith:CZ5276GZ

pith:2021:CZ5276GZN42Z7VC6SOTD7CONG4

not attested not anchored not stored refs pending

The Grammar-Learning Trajectories of Neural Language Models

Daphna Weinshall, Guy Hacohen, Leshem Choshen, Omri Abend

arxiv:2109.06096 v3 · 2021-09-13 · cs.CL · cs.AI · cs.LG

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

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\usepackage{pith}
\pithnumber{CZ5276GZN42Z7VC6SOTD7CONG4}

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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

2 papers in Pith

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Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling

Receipt and verification

First computed	2026-07-05T04:12:02.470628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

167baff8d96f359fd45e93a63f89cd3709d853c9176931af8b0377a049ea3103

Aliases

arxiv: 2109.06096 · arxiv_version: 2109.06096v3 · doi: 10.48550/arxiv.2109.06096 · pith_short_12: CZ5276GZN42Z · pith_short_16: CZ5276GZN42Z7VC6 · pith_short_8: CZ5276GZ

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/CZ5276GZN42Z7VC6SOTD7CONG4 \
  | 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: 167baff8d96f359fd45e93a63f89cd3709d853c9176931af8b0377a049ea3103

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d5a0bc678406bf809244a36c81a52004f15ec0c70f1f643202acc0b8774c5ea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-13T16:17:23Z",
    "title_canon_sha256": "29a8ccc248b1e02bf3ce342debc1ae977350505838ff4c22e25e652207a8baf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06096",
    "kind": "arxiv",
    "version": 3
  }
}