Pith Number

pith:NDIAKAF3

pith:2024:NDIAKAF37LK67P5ICIZLR4ZS6N

not attested not anchored not stored refs pending

Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models

Aidong Zhang, Amir Hassan Shariatmadari, Eric Xie, Guangzhi Xiong, Sikun Guo, Stefan Bekiranov

arxiv:2411.02382 v1 · 2024-11-04 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{NDIAKAF37LK67P5ICIZLR4ZS6N}

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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

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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

DN-Hypo-Pipeline: An AI-Driven Workflow for Generating Hypotheses using Large Language Models and Scientific Explanations

The Compressive Knowledge Graph Hypothesis: Which Graph Facts Matter for Scientific Hypothesis Generation?

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

Receipt and verification

First computed	2026-07-05T09:30:52.822582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68d00500bbfad5efbfa81232b8f332f378f65628c8681d39b0f4faa1caa9715c

Aliases

arxiv: 2411.02382 · arxiv_version: 2411.02382v1 · doi: 10.48550/arxiv.2411.02382 · pith_short_12: NDIAKAF37LK6 · pith_short_16: NDIAKAF37LK67P5I · pith_short_8: NDIAKAF3

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/NDIAKAF37LK67P5ICIZLR4ZS6N \
  | 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: 68d00500bbfad5efbfa81232b8f332f378f65628c8681d39b0f4faa1caa9715c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b01ef902f841836085c36ddf9aa9d6ad18ef29a39962523dd801e86e4de56f3e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-04T18:50:00Z",
    "title_canon_sha256": "6cb127e032d0cfd2ef7d424558a97c8dc4f038b5b650d8d82e70a0916299f3fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02382",
    "kind": "arxiv",
    "version": 1
  }
}