Pith Number

pith:DT7PFI6Z

pith:2025:DT7PFI6ZUINWBE24F4FE24J2DB

not attested not anchored not stored refs pending

Taming Knowledge Conflicts in Language Models

Gaotang Li, Hanghang Tong, Yuzhong Chen

arxiv:2503.10996 v2 · 2025-03-14 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{DT7PFI6ZUINWBE24F4FE24J2DB}

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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

5 papers in Pith

Right Knowledge, Wrong Answer: Characterizing Parametric Temporal Conflict in Open-Weight Language Models

From Context-Aware to Conflict-Aware: Generalizing Contrastive Decoding for Knowledge Conflict in LLMs

SHIFT: Gate-Modulated Activation Steering for Knowledge Conflict Mitigation in Retrieval-Augmented Generation

Navigating Unreliable Parametric and Contextual Knowledge: Explicit Knowledge Conflict Resolution for LLM Inference

Three Regimes of Context-Parametric Conflict: A Predictive Framework and Empirical Validation

Receipt and verification

First computed	2026-07-05T11:16:56.566515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cfef2a3d9a21b60935c2f0a4d713a187011138dde8bc81f2d49bc2eebafa44a

Aliases

arxiv: 2503.10996 · arxiv_version: 2503.10996v2 · doi: 10.48550/arxiv.2503.10996 · pith_short_12: DT7PFI6ZUINW · pith_short_16: DT7PFI6ZUINWBE24 · pith_short_8: DT7PFI6Z

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/DT7PFI6ZUINWBE24F4FE24J2DB \
  | 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: 1cfef2a3d9a21b60935c2f0a4d713a187011138dde8bc81f2d49bc2eebafa44a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffc3fdfec71366cdffad7fbee4d534a6297c2a2c1f3983c375bf173462784555",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-14T01:45:00Z",
    "title_canon_sha256": "bb443cf561063f3afe2d09352ee947115cfe7bbade82224752a8a2afa3c48c17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10996",
    "kind": "arxiv",
    "version": 2
  }
}