Pith Number

pith:PJWNFSTP

pith:2024:PJWNFSTPCERJSH4EDGDBF53EVH

not attested not anchored not stored refs pending

Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study

Anh Hai Ha, Anthony Annunziata, Chanh Le, Christopher Nguyen, Hong An Phan, Quynh Le, Sang Dinh, Shruti Raghavan, Vinh Luong, Zooey Nguyen

arxiv:2404.11792 v2 · 2024-04-17 · 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{PJWNFSTPCERJSH4EDGDBF53EVH}

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

3 papers in Pith

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

HPC-LLM: Practical Domain Adaptation and Retrieval-Augmented Generation for HPC Support

Assessment of RAG and Fine-Tuning for Industrial Question-Answering-Applications

Receipt and verification

First computed	2026-07-05T08:10:26.932572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a6cd2ca6f1122991f84198612f764a9c5c6ce25470889db7e9ae863bcf31537

Aliases

arxiv: 2404.11792 · arxiv_version: 2404.11792v2 · doi: 10.48550/arxiv.2404.11792 · pith_short_12: PJWNFSTPCERJ · pith_short_16: PJWNFSTPCERJSH4E · pith_short_8: PJWNFSTP

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/PJWNFSTPCERJSH4EDGDBF53EVH \
  | 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: 7a6cd2ca6f1122991f84198612f764a9c5c6ce25470889db7e9ae863bcf31537

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68143c1c8027e9d28e44637dde32cbef5e40c88d347a01f0a0f08e0970dc6462",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-17T23:00:03Z",
    "title_canon_sha256": "6a742d352d6cab254e697cede365fc0f2be62cafc1b26ae411d9bbb9d5ca3d07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11792",
    "kind": "arxiv",
    "version": 2
  }
}