Pith Number

pith:GZN4A7UC

pith:2023:GZN4A7UCD3XODMBMKOQP7HL6PB

not attested not anchored not stored refs pending

Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Minlie Huang, Nan Duan, Weizhu Chen, Yelong Shen, Yeyun Gong, Zhihong Shao

arxiv:2305.15294 v2 · 2023-05-24 · cs.CL

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\usepackage{pith}
\pithnumber{GZN4A7UCD3XODMBMKOQP7HL6PB}

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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

16 papers in Pith

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Carolina Guide: A Multi-Agent RAG System with Institutional Guardrails for Academic Policy Assistance

Don't Ask the LLM to Track Freshness: A Deterministic Recipe for Memory Conflict Resolution

Retrieval-Augmented Generation for Large Language Models: A Survey

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation

Receipt and verification

First computed	2026-07-05T07:03:26.085894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

365bc07e821eeee1b02c53a0ff9d7e784eb5aed40d22df9e5171b6cda303ec10

Aliases

arxiv: 2305.15294 · arxiv_version: 2305.15294v2 · doi: 10.48550/arxiv.2305.15294 · pith_short_12: GZN4A7UCD3XO · pith_short_16: GZN4A7UCD3XODMBM · pith_short_8: GZN4A7UC

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/GZN4A7UCD3XODMBMKOQP7HL6PB \
  | 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: 365bc07e821eeee1b02c53a0ff9d7e784eb5aed40d22df9e5171b6cda303ec10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2607ebcf917590539fa82a9cc1f44b8c1f602b2b93ce5f380bad10d5f8d7dd2d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T16:17:36Z",
    "title_canon_sha256": "8d60a9907cfb3e0061caeed1716fa44baaa29ce206c6b50ec2b98c359593c880"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15294",
    "kind": "arxiv",
    "version": 2
  }
}