Pith Number

pith:QS7N6ZRR

pith:2025:QS7N6ZRR2DSKD3SPFKXXFIPJNS

not attested not anchored not stored refs pending

How Does Controllability Emerge In Language Models During Pretraining?

Eric Xing, Jianshu She, Qirong Ho, Xinyue Li, Zhengzhong Liu

arxiv:2508.01892 v1 · 2025-08-03 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{QS7N6ZRR2DSKD3SPFKXXFIPJNS}

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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

When control meets large language models: From words to dynamics

Receipt and verification

First computed	2026-07-05T11:47:47.091676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84bedf6631d0e4a1ee4f2aaf72a1e96cbe3053c213a70b9c93eee4dff4d9a785

Aliases

arxiv: 2508.01892 · arxiv_version: 2508.01892v1 · doi: 10.48550/arxiv.2508.01892 · pith_short_12: QS7N6ZRR2DSK · pith_short_16: QS7N6ZRR2DSKD3SP · pith_short_8: QS7N6ZRR

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/QS7N6ZRR2DSKD3SPFKXXFIPJNS \
  | 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: 84bedf6631d0e4a1ee4f2aaf72a1e96cbe3053c213a70b9c93eee4dff4d9a785

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f448abac32ac4af33ef2969a24c67cccdbd63dcf08a3f8aafc239af1bb3aced1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-03T18:58:12Z",
    "title_canon_sha256": "58cc9861b916f17f9b64826fa7913188a1ad614302edd11fee2452674b8829dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01892",
    "kind": "arxiv",
    "version": 1
  }
}