Pith Number

pith:KDZRICAU

pith:2023:KDZRICAUGNI3N5TN4RZPGK7BZI

not attested not anchored not stored refs pending

Structural Transfer Learning in NL-to-Bash Semantic Parsers

Kyle Duffy, Phil Blunsom, Satwik Bhattamishra

arxiv:2307.16795 v1 · 2023-07-31 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KDZRICAUGNI3N5TN4RZPGK7BZI}

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	2026-07-05T06:36:08.199360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50f31408143351b6f66de472f32be1ca37edeb8e29c326f274fddc9dfeb70d19

Aliases

arxiv: 2307.16795 · arxiv_version: 2307.16795v1 · doi: 10.48550/arxiv.2307.16795 · pith_short_12: KDZRICAUGNI3 · pith_short_16: KDZRICAUGNI3N5TN · pith_short_8: KDZRICAU

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/KDZRICAUGNI3N5TN4RZPGK7BZI \
  | 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: 50f31408143351b6f66de472f32be1ca37edeb8e29c326f274fddc9dfeb70d19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c28940b3c6aef7f5ff58386ddaca81bd36e92011883ff2df5af88913664a7070",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-07-31T16:02:09Z",
    "title_canon_sha256": "1f8a15ed4c121cfcf192e013310c4de97a361fb1698d683364dccbd44a517e6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.16795",
    "kind": "arxiv",
    "version": 1
  }
}