Pith Number

pith:4ENE6T4B

pith:2025:4ENE6T4B2KPYGVJX2VR7RP552M

not attested not anchored not stored refs pending

To model human linguistic prediction, make LLMs less superhuman

Byung-Doh Oh, Tal Linzen

arxiv:2510.05141 v2 · 2025-10-01 · 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{4ENE6T4B2KPYGVJX2VR7RP552M}

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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

2 papers in Pith

Reinforcing Human Behavior Simulation via Verbal Feedback

Why are language models less surprised than humans? Testing the Parse Multiplicity Mismatch Hypothesis

Receipt and verification

First computed	2026-05-27T02:05:06.320042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e11a4f4f81d29f835537d563f8bfbdd3245294229e679414a56aec64eb61edc9

Aliases

arxiv: 2510.05141 · arxiv_version: 2510.05141v2 · doi: 10.48550/arxiv.2510.05141 · pith_short_12: 4ENE6T4B2KPY · pith_short_16: 4ENE6T4B2KPYGVJX · pith_short_8: 4ENE6T4B

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/4ENE6T4B2KPYGVJX2VR7RP552M \
  | 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: e11a4f4f81d29f835537d563f8bfbdd3245294229e679414a56aec64eb61edc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "134d41e9b6eeedee5281453a2bf6a1afc8f89ed478e495111c2cf396b663978f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-01T21:53:42Z",
    "title_canon_sha256": "054e04a972891d7070f9eede137f484758b957a3450c71997c1cff7f9e41b76d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.05141",
    "kind": "arxiv",
    "version": 2
  }
}