Pith Number

pith:ZGYJLCFZ

pith:2024:ZGYJLCFZ67PQKF5UXNVIEM2ZLE

not attested not anchored not stored refs pending

Evaluating and Enhancing LLMs for Multi-turn Text-to-SQL with Multiple Question Types

Chao Ma, Guangyao Wang, Hai Huang, Tiancheng Zhao, Yinggang Sun, Ziming Guo

arxiv:2412.17867 v4 · 2024-12-21 · 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{ZGYJLCFZ67PQKF5UXNVIEM2ZLE}

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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

Memory Architectures for Multi-Turn Text-to-SQL: A Benchmark and Empirical Study

Receipt and verification

First computed	2026-07-05T10:45:58.745865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9b09588b9f7df0517b4bb6a8233595939fda640197ee1dce54a7d1272a048b0

Aliases

arxiv: 2412.17867 · arxiv_version: 2412.17867v4 · doi: 10.48550/arxiv.2412.17867 · pith_short_12: ZGYJLCFZ67PQ · pith_short_16: ZGYJLCFZ67PQKF5U · pith_short_8: ZGYJLCFZ

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/ZGYJLCFZ67PQKF5UXNVIEM2ZLE \
  | 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: c9b09588b9f7df0517b4bb6a8233595939fda640197ee1dce54a7d1272a048b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c2725eea4a638e47649f6a5e91bdc9bf3e98d06459988c398fb79988f36ab77",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-21T10:13:45Z",
    "title_canon_sha256": "6dc6e277581f2b16b2057bff8563d581508a81b3ba661bfc4d612f69841969a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17867",
    "kind": "arxiv",
    "version": 4
  }
}