Pith Number

pith:YDZXDL2C

pith:2025:YDZXDL2CGMQJP5HP7XLZ55GTOK

not attested not anchored not stored refs pending

A Survey on Large Language Models with some Insights on their Capabilities and Limitations

Andrea Matarazzo, Riccardo Torlone

arxiv:2501.04040 v2 · 2025-01-03 · cs.CL · cs.AI · cs.LG · cs.NE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YDZXDL2CGMQJP5HP7XLZ55GTOK}

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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

11 papers in Pith

Holistic Data Scheduler for LLM Pre-training via Multi-Objective Reinforcement Learning

RAGe: A Retrieval-Augmented Generation Evaluation Framework

Large Language Model Agent for User-friendly Chemical Process Simulations

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning

OThink-SRR1: Search, Refine and Reasoning with Reinforced Learning for Large Language Models

Receipt and verification

First computed	2026-07-05T10:11:31.339502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0f371af42332097f4effdd79ef4d37282f0c12cd32c5090f34fb5aad5ce2f0d

Aliases

arxiv: 2501.04040 · arxiv_version: 2501.04040v2 · doi: 10.48550/arxiv.2501.04040 · pith_short_12: YDZXDL2CGMQJ · pith_short_16: YDZXDL2CGMQJP5HP · pith_short_8: YDZXDL2C

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/YDZXDL2CGMQJP5HP7XLZ55GTOK \
  | 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: c0f371af42332097f4effdd79ef4d37282f0c12cd32c5090f34fb5aad5ce2f0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec3e62a12e81a992ff59bbfc7663f100b25448f3fcc27730c8e23b5cd89dfaab",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-03T21:04:49Z",
    "title_canon_sha256": "2005205501e2940ec89ac753b676cdf93eec8bc611475ead92af4966419b558e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04040",
    "kind": "arxiv",
    "version": 2
  }
}