Pith Number

pith:JWSPTDHB

pith:2023:JWSPTDHBXNS2PFTU5F4DFR5XPI

not attested not anchored not stored refs pending

Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Deepak Nathani, Liangming Pan, Michael Saxon, Wenda Xu, William Yang Wang, Xinyi Wang

arxiv:2308.03188 v2 · 2023-08-06 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{JWSPTDHBXNS2PFTU5F4DFR5XPI}

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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

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Internal-State Probes Read the Situation, Not the Action: Three Negative Results for Pre-Action Misalignment Monitoring

Receipt and verification

First computed	2026-07-05T06:46:07.344115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4da4f98ce1bb65a79674e97832c7b77a1634c815c4ecb226ab43573e3179f1b9

Aliases

arxiv: 2308.03188 · arxiv_version: 2308.03188v2 · doi: 10.48550/arxiv.2308.03188 · pith_short_12: JWSPTDHBXNS2 · pith_short_16: JWSPTDHBXNS2PFTU · pith_short_8: JWSPTDHB

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/JWSPTDHBXNS2PFTU5F4DFR5XPI \
  | 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: 4da4f98ce1bb65a79674e97832c7b77a1634c815c4ecb226ab43573e3179f1b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88f84c09e9ce1130847a4e0bc65f9704068250ae3b620e4669183176f3c18756",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-06T18:38:52Z",
    "title_canon_sha256": "3f4583a106c09e823c97ab678763e1ebc7cf6bda75e8250bc52b64ee268801fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03188",
    "kind": "arxiv",
    "version": 2
  }
}