Pith Number

pith:P7CN5XXU

pith:2023:P7CN5XXUMSIXDFUI4MC24FR5YB

not attested not anchored not stored refs pending

Ask more, know better: Reinforce-Learned Prompt Questions for Decision Making with Large Language Models

David Henry Mguni, Filippos Christianos, Haifeng Zhang, Jun Wang, Xinyu Cui, Xue Yan, Yan Song

arxiv:2310.18127 v2 · 2023-10-27 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{P7CN5XXUMSIXDFUI4MC24FR5YB}

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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

On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners

Receipt and verification

First computed	2026-07-05T07:50:21.294194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fc4dedef46491719688e305ae163dc079b5b0c6705e1d939c2ff8641a5a9d88

Aliases

arxiv: 2310.18127 · arxiv_version: 2310.18127v2 · doi: 10.48550/arxiv.2310.18127 · pith_short_12: P7CN5XXUMSIX · pith_short_16: P7CN5XXUMSIXDFUI · pith_short_8: P7CN5XXU

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/P7CN5XXUMSIXDFUI4MC24FR5YB \
  | 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: 7fc4dedef46491719688e305ae163dc079b5b0c6705e1d939c2ff8641a5a9d88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c55bc8ee156c44336787e5cdab26500f788d2d47779476c5e5aabce661fc7bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-27T13:19:19Z",
    "title_canon_sha256": "48f114a7b7871ad29e78499dbf0110dfcf335faafd50bc475f405cfb7d963b7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18127",
    "kind": "arxiv",
    "version": 2
  }
}