Pith Number

pith:B7SDBZG4

pith:2024:B7SDBZG4OEXTLXETMGDLH5S2YO

not attested not anchored not stored refs pending

Language Models can Infer Action Semantics for Symbolic Planners from Environment Feedback

Ishika Singh, Jesse Thomason, Robin Jia, Wang Zhu

arxiv:2406.02791 v2 · 2024-06-04 · cs.AI · cs.CL · cs.RO

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\usepackage{pith}
\pithnumber{B7SDBZG4OEXTLXETMGDLH5S2YO}

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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 Limit of Language Models as Planning Formalizers

Receipt and verification

First computed	2026-07-05T09:32:44.773876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fe430e4dc712f35dc936186b3f65ac38720cd1850b9987beaa9609fae624f7f

Aliases

arxiv: 2406.02791 · arxiv_version: 2406.02791v2 · doi: 10.48550/arxiv.2406.02791 · pith_short_12: B7SDBZG4OEXT · pith_short_16: B7SDBZG4OEXTLXET · pith_short_8: B7SDBZG4

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/B7SDBZG4OEXTLXETMGDLH5S2YO \
  | 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: 0fe430e4dc712f35dc936186b3f65ac38720cd1850b9987beaa9609fae624f7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6c18e7d7e1c26ff6c28e251146460285adb8cb4c54ae1612cb6095904f6bbf8",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-04T21:29:56Z",
    "title_canon_sha256": "8ef1ac2caefe243e15c1d4a44978fb111c0cd47a2ebc0883f2003643d817df17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02791",
    "kind": "arxiv",
    "version": 2
  }
}