Pith Number

pith:LZGLMVOJ

pith:2024:LZGLMVOJ7IEHBBBYQLRGTRF3Q5

not attested not anchored not stored refs pending

Improving Retrieval for RAG based Question Answering Models on Financial Documents

Alyssa Lee, Eden Chung, Harsh Thakkar, Natan Vidra, Spurthi Setty

arxiv:2404.07221 v2 · 2024-03-23 · cs.IR · cs.CL · cs.LG · q-fin.GN

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZGLMVOJ7IEHBBBYQLRGTRF3Q5}

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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

5 papers in Pith

MimirRAG: A Multi-Agent RAG Framework for Financial Data Retrieval with Metadata Integration

Enhancing LLM Metacognition via Cognitive Pairwise Training

LeakDojo: Decoding the Leakage Threats of RAG Systems

Privacy Without Losing Place: A Paradigm for Private Retrieval in Spatial RAGs

Adaptive Query Routing: A Tier-Based Framework for Hybrid Retrieval Across Financial, Legal, and Medical Documents

Receipt and verification

First computed	2026-07-05T08:50:55.568081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e4cb655c9fa0870843882e269c4bb8761194096b2cd84d8effe94ed4dcf475f

Aliases

arxiv: 2404.07221 · arxiv_version: 2404.07221v2 · doi: 10.48550/arxiv.2404.07221 · pith_short_12: LZGLMVOJ7IEH · pith_short_16: LZGLMVOJ7IEHBBBY · pith_short_8: LZGLMVOJ

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/LZGLMVOJ7IEHBBBYQLRGTRF3Q5 \
  | 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: 5e4cb655c9fa0870843882e269c4bb8761194096b2cd84d8effe94ed4dcf475f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9e0673ff52047d3ea1e2347a67617c5efde97933c04fd5ae1ee895942eb037c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "q-fin.GN"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-03-23T00:49:40Z",
    "title_canon_sha256": "652021da7ae585fdfc33c5138be0dc42446f840fa832e544b5f650f7137c16d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07221",
    "kind": "arxiv",
    "version": 2
  }
}