Pith Number

pith:ZWJGTGME

pith:2024:ZWJGTGMEZNALZXYDB4VWDSR326

not attested not anchored not stored refs pending

When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation

Jiafeng Guo, Keping Bi, Shiyu Ni, Xueqi Cheng

arxiv:2402.11457 v2 · 2024-02-18 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWJGTGMEZNALZXYDB4VWDSR326}

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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

4 papers in Pith

Confidence Calibration for Multimodal LLMs: An Empirical Study through Medical VQA

Can LLM Rerankers Predict Their Own Ranking Performance?

Batch-of-Thought: Cross-Instance Learning for Enhanced LLM Reasoning

Complementing Self-Consistency with Cross-Model Disagreement for Uncertainty Quantification

Receipt and verification

First computed	2026-07-05T08:30:08.858123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd92699984cb40bcdf030f2b61ca3bd7bb1d69347881b859b85dae340fe56f57

Aliases

arxiv: 2402.11457 · arxiv_version: 2402.11457v2 · doi: 10.48550/arxiv.2402.11457 · pith_short_12: ZWJGTGMEZNAL · pith_short_16: ZWJGTGMEZNALZXYD · pith_short_8: ZWJGTGME

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/ZWJGTGMEZNALZXYDB4VWDSR326 \
  | 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: cd92699984cb40bcdf030f2b61ca3bd7bb1d69347881b859b85dae340fe56f57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9254c43cc42baae92973a0953f4356ce6ea8da5481f789999da5f657b031db3c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-18T04:57:19Z",
    "title_canon_sha256": "5eb8861c6c1759f1de3c52b2f17131cfabc03a880d976793409cd76ec70f6731"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11457",
    "kind": "arxiv",
    "version": 2
  }
}