Pith Number

pith:Z6WF2NUW

pith:2024:Z6WF2NUWH7ZV7QGMHOZHC2GXYG

not attested not anchored not stored refs pending

Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG

Benedikt Schifferer, Even Oldridge, Gabriel de Souza P. Moreira, Mengyao Xu, Radek Osmulski, Ronay Ak

arxiv:2409.07691 v1 · 2024-09-12 · cs.IR · 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{Z6WF2NUWH7ZV7QGMHOZHC2GXYG}

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

Understand and Accelerate Memory Processing Pipeline for Large Language Model Inference

A Reproducibility Study of Metacognitive Retrieval-Augmented Generation

Evaluating Multi-Hop Reasoning in RAG Systems: A Comparison of LLM-Based Retriever Evaluation Strategies

Receipt and verification

First computed	2026-07-05T09:06:13.533048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfac5d36963ff35fc0cc3bb27168d7c1ac658e3cd04683d23c95d4c65d9236cc

Aliases

arxiv: 2409.07691 · arxiv_version: 2409.07691v1 · doi: 10.48550/arxiv.2409.07691 · pith_short_12: Z6WF2NUWH7ZV · pith_short_16: Z6WF2NUWH7ZV7QGM · pith_short_8: Z6WF2NUW

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/Z6WF2NUWH7ZV7QGMHOZHC2GXYG \
  | 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: cfac5d36963ff35fc0cc3bb27168d7c1ac658e3cd04683d23c95d4c65d9236cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f56add4104d720404c8a9a47e69041d26d8d23f6a4e73485be43a35687e244b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-09-12T01:51:06Z",
    "title_canon_sha256": "027a87ece75ff1eccc473c4b41c7aae37019db6e7171ab06f2f31d63f760354d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07691",
    "kind": "arxiv",
    "version": 1
  }
}