Pith Number

pith:KA7SUJYF

pith:2024:KA7SUJYFIW2CVFJ547UO632FYB

not attested not anchored not stored refs pending

Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question Answering

Chang Zong, Eliot Huang, Heng Chang, Jian Shao, Weiming Lu, Yuchen Yan, Yueting Zhuang

arxiv:2402.14320 v6 · 2024-02-22 · 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{KA7SUJYFIW2CVFJ547UO632FYB}

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

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:12:59.574752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

503f2a270545b42a953de7e8ef6f45c060e78c233aeddddc76fd46c2bdfdae9b

Aliases

arxiv: 2402.14320 · arxiv_version: 2402.14320v6 · doi: 10.48550/arxiv.2402.14320 · pith_short_12: KA7SUJYFIW2C · pith_short_16: KA7SUJYFIW2CVFJ5 · pith_short_8: KA7SUJYF

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/KA7SUJYFIW2CVFJ547UO632FYB \
  | 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: 503f2a270545b42a953de7e8ef6f45c060e78c233aeddddc76fd46c2bdfdae9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77b1ef9fcfc2bdd6822f2ca5ddddeeee46c9cddd213313dc49ede42e2c2fde54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-22T06:23:37Z",
    "title_canon_sha256": "91c2c1ce54c1dcf39569c4093b8f213311278b84e9a8c4ab3954621331ab84f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14320",
    "kind": "arxiv",
    "version": 6
  }
}