Pith Number

pith:E43A3EKY

pith:2026:E43A3EKYPOTXWTXBZITPO4DH63

not attested not anchored not stored refs pending

Reliability Scales Inversely: Bigger Models Compound Mistakes Faster via a Hidden Auto-Regressive Risk Regime

Kushal Chakrabarti

arxiv:2607.18292 v1 · 2026-06-30 · cs.LG · cs.AI · 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{E43A3EKYPOTXWTXBZITPO4DH63}

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	2026-07-22T00:22:40.373713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27360d91587ba77b4ee1ca26f77067f6cc1bfcd5d234eb685b456f10372555d7

Aliases

arxiv: 2607.18292 · arxiv_version: 2607.18292v1 · doi: 10.48550/arxiv.2607.18292 · pith_short_12: E43A3EKYPOTX · pith_short_16: E43A3EKYPOTXWTXB · pith_short_8: E43A3EKY

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/E43A3EKYPOTXWTXBZITPO4DH63 \
  | 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: 27360d91587ba77b4ee1ca26f77067f6cc1bfcd5d234eb685b456f10372555d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ee8e9ebe5c0af7d14cec0d5e0974f1870d4a277039a17de9a514a16fce1a842",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T17:51:04Z",
    "title_canon_sha256": "4587b42aa4f2f5fbd672fe148eee9b0235092a6a3d7ca91f71f977c385538de1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18292",
    "kind": "arxiv",
    "version": 1
  }
}