Pith Number

pith:VMC2GFU3

pith:2022:VMC2GFU3OJA4ONCUVWNAIDQRCK

not attested not anchored not stored refs pending

A Survey on Text-to-SQL Parsing: Concepts, Methods, and Future Directions

Binhua Li, Binyuan Hui, Bowen Qin, Fei Huang, Jian Sun, Jinyang Li, Lihan Wang, Luo Si, Min Yang, Rongyu Cao, Ruiying Geng, Yongbin Li

arxiv:2208.13629 v1 · 2022-08-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMC2GFU3OJA4ONCUVWNAIDQRCK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

Knapsack Optimization-based Schema Linking for LLM-based Text-to-SQL Generation

CHESS: Contextual Harnessing for Efficient SQL Synthesis

Extending Confidence-Based Text2Cypher with Grammar and Schema Aware Filtering

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning

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

Receipt and verification

First computed	2026-07-05T04:52:19.474659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab05a3169b7241c73454ad9a040e11128c0c5af7618953ef289b9e0c2e5d4416

Aliases

arxiv: 2208.13629 · arxiv_version: 2208.13629v1 · doi: 10.48550/arxiv.2208.13629 · pith_short_12: VMC2GFU3OJA4 · pith_short_16: VMC2GFU3OJA4ONCU · pith_short_8: VMC2GFU3

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/VMC2GFU3OJA4ONCUVWNAIDQRCK \
  | 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: ab05a3169b7241c73454ad9a040e11128c0c5af7618953ef289b9e0c2e5d4416

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09a48d68f92abf0d7ef688d7fc63f155e4b2fdded40397f2e47a09b124ee7a59",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-08-29T14:24:13Z",
    "title_canon_sha256": "28bd0843ea843bf7985a96db16a3797b88d0938d269a705185db878e5ac7c9d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.13629",
    "kind": "arxiv",
    "version": 1
  }
}