Pith Number

pith:IHVSMAQ6

pith:2023:IHVSMAQ67F44DP6FQEE7OUZ6TF

not attested not anchored not stored refs pending

Halo: Estimation and Reduction of Hallucinations in Open-Source Weak Large Language Models

Jacob Dunn, Mengyin Lu, Mohamed Elaraby, Pingchuan Tian, Shizhu Liu, Xueying Zhang, Yuping Wang, Yu Wang, Yuxuan Wang

arxiv:2308.11764 v4 · 2023-08-22 · cs.CL · 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{IHVSMAQ67F44DP6FQEE7OUZ6TF}

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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

7 papers in Pith

Hybrid Adversarial Defence for Natural Language Understanding Tasks

Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

A Survey of Hallucination in Large Foundation Models

Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Grounding Multi-Hop Reasoning in Structural Causal Models via Group Relative Policy Optimization

Receipt and verification

First computed	2026-07-05T06:50:30.160073Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41eb26021ef979c1bfc58109f7533e994beda8fc6c9e8f514d9e7900bebee18e

Aliases

arxiv: 2308.11764 · arxiv_version: 2308.11764v4 · doi: 10.48550/arxiv.2308.11764 · pith_short_12: IHVSMAQ67F44 · pith_short_16: IHVSMAQ67F44DP6F · pith_short_8: IHVSMAQ6

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/IHVSMAQ67F44DP6FQEE7OUZ6TF \
  | 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: 41eb26021ef979c1bfc58109f7533e994beda8fc6c9e8f514d9e7900bebee18e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2b87aeaeb6025d4a00a022e0dee8c361bc782e7a2ccfefa9075ba907274c989",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-22T20:12:49Z",
    "title_canon_sha256": "45b060ab3c4365109b1f9bfc95d83f560cb0acd2f4b1d83b2906099b98ff84a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11764",
    "kind": "arxiv",
    "version": 4
  }
}