Pith Number

pith:UIKRWFQC

pith:2026:UIKRWFQCCBPPIRCWDEST7MWVIV

not attested not anchored not stored refs pending

GRAG: Generic Response-Augmented Generation Framework for Personalized Conversational Systems

Christopher T. Symons, Junfeng Liu, Ranga Raju Vatsavai

arxiv:2606.21097 v1 · 2026-06-19 · cs.CL · 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{UIKRWFQCCBPPIRCWDEST7MWVIV}

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	2026-06-23T01:12:29.824882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2151b1602105ef4445619253fb2d5456c6ad6fd2adde04fff5c15c440181c8b

Aliases

arxiv: 2606.21097 · arxiv_version: 2606.21097v1 · doi: 10.48550/arxiv.2606.21097 · pith_short_12: UIKRWFQCCBPP · pith_short_16: UIKRWFQCCBPPIRCW · pith_short_8: UIKRWFQC

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/UIKRWFQCCBPPIRCWDEST7MWVIV \
  | 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: a2151b1602105ef4445619253fb2d5456c6ad6fd2adde04fff5c15c440181c8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c62ea7b249ee124942b1c18311753f6e9d641f6bd9c14ec0c7b619fab64a751",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-19T04:56:08Z",
    "title_canon_sha256": "9b43a6c66f9fae20d08832895d31c8a09eec53ba219ad39e0aef2ef946875d1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21097",
    "kind": "arxiv",
    "version": 1
  }
}