Pith Number

pith:SH27LMD5

pith:2026:SH27LMD56NN5QF4TQ6ADOTEBGF

not attested not anchored not stored refs pending

Benchmarking Local LLMs for Natural-Language-to-SQL Querying in Biopharmaceutical Manufacturing: An Empirical Benchmark on Consumer-Grade Hardware

Gaurav Kumar Gupta, Nirajan Acharya, Rajan Bastakoti, Sagar Bhetwal

arxiv:2606.01338 v1 · 2026-05-31 · 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{SH27LMD56NN5QF4TQ6ADOTEBGF}

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.

Receipt and verification

First computed	2026-06-02T02:04:30.592489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91f5f5b07df35bd817938780374c81315fcb0e346864cb23eb5ab103351bbbb4

Aliases

arxiv: 2606.01338 · arxiv_version: 2606.01338v1 · doi: 10.48550/arxiv.2606.01338 · pith_short_12: SH27LMD56NN5 · pith_short_16: SH27LMD56NN5QF4T · pith_short_8: SH27LMD5

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/SH27LMD56NN5QF4TQ6ADOTEBGF \
  | 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: 91f5f5b07df35bd817938780374c81315fcb0e346864cb23eb5ab103351bbbb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44e0c6a11b77948f2e566a0276f2205f9f600d70289ba55c4ddf72c53616a2c7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-31T16:41:26Z",
    "title_canon_sha256": "5030cf1103573229839a9f06fb2666dc7f8c6be151e9db13ecc2150e399ca29a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.01338",
    "kind": "arxiv",
    "version": 1
  }
}