Pith Number

pith:Y4H43MTS

pith:2025:Y4H43MTS4EWUMDYJEGBB74GU5X

not attested not anchored not stored refs pending

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation

Carl Yang, Haoyu Wang, Ran Xu, Wenqi Shi, Yuchen Zhuang, Yue Yu

arxiv:2507.20059 v1 · 2025-07-26 · cs.CL · cs.AI · 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{Y4H43MTS4EWUMDYJEGBB74GU5X}

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.

Receipt and verification

First computed	2026-07-05T11:44:12.668190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c70fcdb272e12d460f0921821ff0d4edf2eea2f71672d1b09a1fed94ea893bca

Aliases

arxiv: 2507.20059 · arxiv_version: 2507.20059v1 · doi: 10.48550/arxiv.2507.20059 · pith_short_12: Y4H43MTS4EWU · pith_short_16: Y4H43MTS4EWUMDYJ · pith_short_8: Y4H43MTS

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/Y4H43MTS4EWUMDYJEGBB74GU5X \
  | 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: c70fcdb272e12d460f0921821ff0d4edf2eea2f71672d1b09a1fed94ea893bca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44b6f8c93db4c6225b16a1fb3bf8bfdf0e310e8105512fee4f019b651af0665a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-26T20:57:24Z",
    "title_canon_sha256": "1695fb4b8fff0ed5c5f6333ee8fc156a12be287199fe41bbe5df7a8f3a9dca2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20059",
    "kind": "arxiv",
    "version": 1
  }
}