Pith Number

pith:DTH2QXW2

pith:2024:DTH2QXW2HG76HA77OLOSGYA3AJ

not attested not anchored not stored refs pending

Self-Improving Customer Review Response Generation Based on LLMs

Adi Fledel Alon, Gila Kamhi, Guy Azov, Tatiana Pelc

arxiv:2405.03845 v1 · 2024-05-06 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DTH2QXW2HG76HA77OLOSGYA3AJ}

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	2026-07-05T08:16:11.478159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ccfa85eda39bfe383ff72dd23601b027bda44f10adeb3dd59a87948666e3eb6

Aliases

arxiv: 2405.03845 · arxiv_version: 2405.03845v1 · doi: 10.48550/arxiv.2405.03845 · pith_short_12: DTH2QXW2HG76 · pith_short_16: DTH2QXW2HG76HA77 · pith_short_8: DTH2QXW2

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/DTH2QXW2HG76HA77OLOSGYA3AJ \
  | 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: 1ccfa85eda39bfe383ff72dd23601b027bda44f10adeb3dd59a87948666e3eb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd98fe9a432330a68b68257a326d2b8837197ac6a0fe8334e07139bd8d15c00d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-06T20:50:17Z",
    "title_canon_sha256": "594303281d22f6d057db2457363e6c9f332de5df16a023d613cbe4eea62ae3b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03845",
    "kind": "arxiv",
    "version": 1
  }
}