Pith Number

pith:PAZFEZW5

pith:2024:PAZFEZW5M6HKU7VW2P2QYG2CWX

not attested not anchored not stored refs pending

In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation

Junteng Liu, Junxian He, Miao Xiong, Shiqi Chen, Siyang Gao, Teng Xiao, Zhengxuan Wu

arxiv:2403.01548 v3 · 2024-03-03 · 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{PAZFEZW5M6HKU7VW2P2QYG2CWX}

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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

Hallucinations as Orthogonal Noise: Inference-Time Manifold Alignment via Dynamic Contextual Orthogonalization

Mitigating Hallucinations in Large Language Models Via Decoder Layer Skipping

Exposing the Ghost in the Transformer: Abnormal Detection for Large Language Models via Hidden State Forensics

APCD: Adaptive Path-Contrastive Decoding for Reliable Large Language Model Generation

Receipt and verification

First computed	2026-07-05T07:54:55.196363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78325266dd678eaa7eb6d3f50c1b42b5d219d68df5b2487c42b8f43fa8cd709a

Aliases

arxiv: 2403.01548 · arxiv_version: 2403.01548v3 · doi: 10.48550/arxiv.2403.01548 · pith_short_12: PAZFEZW5M6HK · pith_short_16: PAZFEZW5M6HKU7VW · pith_short_8: PAZFEZW5

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/PAZFEZW5M6HKU7VW2P2QYG2CWX \
  | 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: 78325266dd678eaa7eb6d3f50c1b42b5d219d68df5b2487c42b8f43fa8cd709a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90542017cd0a2cfef449e69aff31331852d078b732d4a773f34d3341d93fba4a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-03T15:53:41Z",
    "title_canon_sha256": "34a0ecb956df3ec5bce810e556709a1ffd472cfdf929a30583f9a78a44432be1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01548",
    "kind": "arxiv",
    "version": 3
  }
}