Pith Number

pith:JMRI3DVM

pith:2024:JMRI3DVMBK75E2JD3WRW5IHVQX

not attested not anchored not stored refs pending

Learning vs Retrieval: The Role of In-Context Examples in Regression with Large Language Models

Aliakbar Nafar, Kristen Brent Venable, Parisa Kordjamshidi

arxiv:2409.04318 v2 · 2024-09-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{JMRI3DVMBK75E2JD3WRW5IHVQX}

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Record completeness

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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

Extracting Probabilistic Knowledge from Large Language Models for Bayesian Network Parameterization

Receipt and verification

First computed	2026-07-05T10:11:23.867804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b228d8eac0abfd26923dda36ea0f585e52ca91f94cdfad66cc7f84b8b3d2307

Aliases

arxiv: 2409.04318 · arxiv_version: 2409.04318v2 · doi: 10.48550/arxiv.2409.04318 · pith_short_12: JMRI3DVMBK75 · pith_short_16: JMRI3DVMBK75E2JD · pith_short_8: JMRI3DVM

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/JMRI3DVMBK75E2JD3WRW5IHVQX \
  | 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: 4b228d8eac0abfd26923dda36ea0f585e52ca91f94cdfad66cc7f84b8b3d2307

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3829acdbbee76deb610739943085f295240ef13df1890fab70aff399047d994b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-06T14:46:37Z",
    "title_canon_sha256": "5a64564eb244b6808bc0910d877a81a0da9d3b5a27459da5786c3285a56894f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04318",
    "kind": "arxiv",
    "version": 2
  }
}