Pith Number

pith:4HZA3OE6

pith:2024:4HZA3OE6EAJYR3N3CRSBRI43BL

not attested not anchored not stored refs pending

Strategies for Improving NL-to-FOL Translation with LLMs: Data Generation, Incremental Fine-Tuning, and Verification

Ehsan Shareghi, Jiuzhou Han, Ramya Keerthy Thatikonda, Wray Buntine

arxiv:2409.16461 v1 · 2024-09-24 · 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{4HZA3OE6EAJYR3N3CRSBRI43BL}

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

1 paper in Pith

Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling

Receipt and verification

First computed	2026-07-05T09:11:34.192102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1f20db89e201388edbb146418a39b0ac82dafafb65adb8693ceed4608e90332

Aliases

arxiv: 2409.16461 · arxiv_version: 2409.16461v1 · doi: 10.48550/arxiv.2409.16461 · pith_short_12: 4HZA3OE6EAJY · pith_short_16: 4HZA3OE6EAJYR3N3 · pith_short_8: 4HZA3OE6

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/4HZA3OE6EAJYR3N3CRSBRI43BL \
  | 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: e1f20db89e201388edbb146418a39b0ac82dafafb65adb8693ceed4608e90332

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4c55035a8e470a530c1bc7819b946be3b1b20ee15f40ca510111e618ff1da39",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-24T21:24:07Z",
    "title_canon_sha256": "b3729728353667c70678e42cd7ca88f482fe99c41a0f925af2c5b4831807684a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16461",
    "kind": "arxiv",
    "version": 1
  }
}