Pith Number

pith:ZFRP5OGW

pith:2024:ZFRP5OGWTSIWSKIA2DIUVHI4BO

not attested not anchored not stored refs pending

Racing Thoughts: Explaining Contextualization Errors in Large Language Models

Asma Ghandeharioun, Michael A. Lepori, Michael C. Mozer

arxiv:2410.02102 v2 · 2024-10-02 · cs.CL

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\usepackage{pith}
\pithnumber{ZFRP5OGWTSIWSKIA2DIUVHI4BO}

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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

How Do Language Models Compose Functions?

Receipt and verification

First computed	2026-07-05T10:55:24.220436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c962feb8d69c91692900d0d14a9d1c0ba48d807b9c32d507be51f4b52da8bc7a

Aliases

arxiv: 2410.02102 · arxiv_version: 2410.02102v2 · doi: 10.48550/arxiv.2410.02102 · pith_short_12: ZFRP5OGWTSIW · pith_short_16: ZFRP5OGWTSIWSKIA · pith_short_8: ZFRP5OGW

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/ZFRP5OGWTSIWSKIA2DIUVHI4BO \
  | 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: c962feb8d69c91692900d0d14a9d1c0ba48d807b9c32d507be51f4b52da8bc7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5e3bc9c83cdf164f49994d0dcb07b35bd6c0414326ae95d85b88f6134a2f195",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T23:46:48Z",
    "title_canon_sha256": "50000886085fea2c51194c23d51dcdace9c6f358d29ce671f71da0bdbff920f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02102",
    "kind": "arxiv",
    "version": 2
  }
}