Pith Number

pith:JOLJIJRD

pith:2023:JOLJIJRDWBLQ6IQCEPN3HEE2JO

not attested not anchored not stored refs pending

Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop

Dominik Sobania, Franz Rothlauf, Martin Briesch

arxiv:2311.16822 v2 · 2023-11-28 · cs.LG · cs.CL · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JOLJIJRDWBLQ6IQCEPN3HEE2JO}

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

7 papers in Pith

Isolating LLM Lexical Bias: A Curation-Free Triangulated Metric for Preference-Stage Learning

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Model Collapse as Cultural Evolution

Self-Training Doesn't Flatten Language -- It Restructures It: Surface Markers Amplify While Deep Syntax Dies

The Economics of Model Collapse: Equilibrium, Welfare, and Optimal Provenance Subsidies in Synthetic Data Markets

Receipt and verification

First computed	2026-07-05T08:32:33.327948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b96942623b0570f220223dbb3909a4b89357a72b58e5e118dd02864ab53b9e5

Aliases

arxiv: 2311.16822 · arxiv_version: 2311.16822v2 · doi: 10.48550/arxiv.2311.16822 · pith_short_12: JOLJIJRDWBLQ · pith_short_16: JOLJIJRDWBLQ6IQC · pith_short_8: JOLJIJRD

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/JOLJIJRDWBLQ6IQCEPN3HEE2JO \
  | 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: 4b96942623b0570f220223dbb3909a4b89357a72b58e5e118dd02864ab53b9e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "503df6b42e59687066adb9e880ff2c7af138180e95592f1454d435b0bd5d8703",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-28T14:36:43Z",
    "title_canon_sha256": "d2b6e5fab5bbccfed4991713a614e656f01ad61fc039dbcf7672b658af0eb61d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16822",
    "kind": "arxiv",
    "version": 2
  }
}