Pith Number

pith:7EONPDWX

pith:2024:7EONPDWXIHIPO76DS6QJDGS2ME

not attested not anchored not stored refs pending

Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models

Liangming Pan, Sitao Cheng, William Yang Wang, Xinyi Wang, Xunjian Yin

arxiv:2410.08414 v1 · 2024-10-10 · cs.CL

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\usepackage{pith}
\pithnumber{7EONPDWXIHIPO76DS6QJDGS2ME}

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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

Deep sequence models tend to memorize geometrically; it is unclear why

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

When LLMs Lag Behind: Knowledge Conflicts from Evolving APIs in Code Generation

Evaluating Retrieval-Augmented Generation for Explainable Malware Analysis

Receipt and verification

First computed	2026-07-05T09:20:49.174411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f91cd78ed741d0f77fc397a0919a5a613a7289205c5ce84298de04915afaefcc

Aliases

arxiv: 2410.08414 · arxiv_version: 2410.08414v1 · doi: 10.48550/arxiv.2410.08414 · pith_short_12: 7EONPDWXIHIP · pith_short_16: 7EONPDWXIHIPO76D · pith_short_8: 7EONPDWX

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/7EONPDWXIHIPO76DS6QJDGS2ME \
  | 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: f91cd78ed741d0f77fc397a0919a5a613a7289205c5ce84298de04915afaefcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2959da4bab8815fd906dd8053cbcb9872b6be345ad0df3ae5b7ab76af3e8d187",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-10T23:09:08Z",
    "title_canon_sha256": "92a8a660912a065a06b8c27686c442c985a136e1ce630eaf7e0e8fbcae4bd5d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08414",
    "kind": "arxiv",
    "version": 1
  }
}