Pith Number

pith:YRNBJ22S

pith:2024:YRNBJ22SV2Q7W5MMZG25OLS7WF

not attested not anchored not stored refs pending

MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL

Bowen Zhou, Gaochen Wu, Wenxuan Xie

arxiv:2408.07930 v4 · 2024-08-15 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YRNBJ22SV2Q7W5MMZG25OLS7WF}

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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

3 papers in Pith

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Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T09:32:11.401021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c45a14eb52aea1fb758cc9b5d72e5fb168e41a3423a9e17e2240c46d28270b6a

Aliases

arxiv: 2408.07930 · arxiv_version: 2408.07930v4 · doi: 10.48550/arxiv.2408.07930 · pith_short_12: YRNBJ22SV2Q7 · pith_short_16: YRNBJ22SV2Q7W5MM · pith_short_8: YRNBJ22S

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/YRNBJ22SV2Q7W5MMZG25OLS7WF \
  | 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: c45a14eb52aea1fb758cc9b5d72e5fb168e41a3423a9e17e2240c46d28270b6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "283f50f786d98926e0409351357a2b53a92d1f002a1efa216d90c0a0821a22f2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-15T04:57:55Z",
    "title_canon_sha256": "e9e416f6dfc213c9a89469d69f4cde4a7c6f9d3e40d0062236b6b8b3e8671ff7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07930",
    "kind": "arxiv",
    "version": 4
  }
}