Pith Number

pith:IE6MDMGP

pith:2024:IE6MDMGP7T5GNLD5P6NDTHKPHJ

not attested not anchored not stored refs pending

Enhancing LLM-Based Text Classification in Political Science: Automatic Prompt Optimization and Dynamic Exemplar Selection for Few-Shot Learning

Ge Shi, Menglin Liu

arxiv:2409.01466 v2 · 2024-09-02 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IE6MDMGP7T5GNLD5P6NDTHKPHJ}

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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

1 paper in Pith

Sustainable Hybrid Document-Routed Retrieval for Financial RAG: Resolving the Robustness-Precision Trade-off

Receipt and verification

First computed	2026-07-05T10:45:11.246065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

413cc1b0cffcfa66ac7d7f9a399d4f3a4ad7a32757fec8f92d489b23db364029

Aliases

arxiv: 2409.01466 · arxiv_version: 2409.01466v2 · doi: 10.48550/arxiv.2409.01466 · pith_short_12: IE6MDMGP7T5G · pith_short_16: IE6MDMGP7T5GNLD5 · pith_short_8: IE6MDMGP

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/IE6MDMGP7T5GNLD5P6NDTHKPHJ \
  | 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: 413cc1b0cffcfa66ac7d7f9a399d4f3a4ad7a32757fec8f92d489b23db364029

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d4e77b2d1a5c1ec63c5ea4dc6c473e295327edebda2b3875a2206fe27e84042",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-02T21:05:31Z",
    "title_canon_sha256": "f371ae815454680911ab3f4f0ac61d7d5e7ba6ea04c90daaffe72eacb0e8a8b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01466",
    "kind": "arxiv",
    "version": 2
  }
}