Pith Number

pith:7G6EZY6J

pith:2022:7G6EZY6JXCQLD4GIIW5CMFSCKU

not attested not anchored not stored refs pending

A Transformer-Based Approach for Improving App Review Response Generation

Cuiyun Gao, Michael R. Lyu, Weizhe Zhang, Wenchao Gu

arxiv:2209.08055 v2 · 2022-09-15 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7G6EZY6JXCQLD4GIIW5CMFSCKU}

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	2026-07-05T05:00:45.763110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9bc4ce3c9b8a0b1f0c845ba261642550319e4204d2fc0a5ebb2f85576a80355

Aliases

arxiv: 2209.08055 · arxiv_version: 2209.08055v2 · doi: 10.48550/arxiv.2209.08055 · pith_short_12: 7G6EZY6JXCQL · pith_short_16: 7G6EZY6JXCQLD4GI · pith_short_8: 7G6EZY6J

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/7G6EZY6JXCQLD4GIIW5CMFSCKU \
  | 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: f9bc4ce3c9b8a0b1f0c845ba261642550319e4204d2fc0a5ebb2f85576a80355

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ada0e18b498ca7c6a04939dd9656b7d03424595b078d82170f7fab08bb50ec00",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-09-15T11:20:06Z",
    "title_canon_sha256": "06ee2d0a45809b73ab9a22b34336d7e9e509a3e36f9262a57a65d7ae784a3246"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08055",
    "kind": "arxiv",
    "version": 2
  }
}