Pith Number

pith:NVNDM6JK

pith:2024:NVNDM6JK3VU3TZFXNP7QFD7H3L

not attested not anchored not stored refs pending

LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency

Gao Cong, Haitao Yuan, Huiming Wang, Lidong Bing, Zhaodonghui Li

arxiv:2404.12872 v1 · 2024-04-19 · cs.DB · cs.CL

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\usepackage{pith}
\pithnumber{NVNDM6JK3VU3TZFXNP7QFD7H3L}

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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

4 papers in Pith

BCTuner: LLM-Guided Monte Carlo Tree Search for Efficient Blockchain Knob Tuning

In-depth Analysis of Graph-based RAG in a Unified Framework

When to Vote, When to Rewrite: Disagreement-Guided Strategy Routing for Test-Time Scaling

PLOP: Cost-Based Placement of Semantic Operators in Hybrid Query Plans

Receipt and verification

First computed	2026-07-05T08:10:00.008488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d5a36792add69b9e4b76bff028fe7dac18e96f956840be779d946eeb1388487

Aliases

arxiv: 2404.12872 · arxiv_version: 2404.12872v1 · doi: 10.48550/arxiv.2404.12872 · pith_short_12: NVNDM6JK3VU3 · pith_short_16: NVNDM6JK3VU3TZFX · pith_short_8: NVNDM6JK

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/NVNDM6JK3VU3TZFXNP7QFD7H3L \
  | 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: 6d5a36792add69b9e4b76bff028fe7dac18e96f956840be779d946eeb1388487

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "485288f93cbc3348d179a1fc33076e5df630ba80d0c1b8a066593c4e898c15b0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2024-04-19T13:17:07Z",
    "title_canon_sha256": "01effa75cc9e0cb7eabe13b70865e7cf25210d4c8f130d6b1a31a2c89df6b191"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12872",
    "kind": "arxiv",
    "version": 1
  }
}