Pith Number

pith:2LZRL7SJ

pith:2024:2LZRL7SJGWOVFN3OZX3TFPURYR

not attested not anchored not stored refs pending

Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Ali Maatouk, Andrei-Laurentiu Bornea, Antonio De Domenico, Fadhel Ayed, Nicola Piovesan

arxiv:2404.15939 v3 · 2024-04-24 · cs.IR · eess.SP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2LZRL7SJGWOVFN3OZX3TFPURYR}

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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

Wireless Personal Agent: Extending Wireless Intelligence from Networks to Terminals

MM-Telco: Benchmarks and Multimodal Large Language Models for Telecom Applications

Retrieval-Augmented Generation for AI-Generated Content: A Survey

Multimodal Large Language Model Enabled Robust Beamforming for HAP Downlink Communications

Receipt and verification

First computed	2026-07-05T08:52:53.767742Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f315fe49359d52b76ecdf732be91c44cfba147068a673fbcd8d7a1c69e2961

Aliases

arxiv: 2404.15939 · arxiv_version: 2404.15939v3 · doi: 10.48550/arxiv.2404.15939 · pith_short_12: 2LZRL7SJGWOV · pith_short_16: 2LZRL7SJGWOVFN3O · pith_short_8: 2LZRL7SJ

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/2LZRL7SJGWOVFN3OZX3TFPURYR \
  | 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: d2f315fe49359d52b76ecdf732be91c44cfba147068a673fbcd8d7a1c69e2961

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8a1aa35c127e3927279881f188ba80830773d9f67e5c47e27b11d2dbb446062",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-04-24T15:58:59Z",
    "title_canon_sha256": "f2308cc8d3d706e9de9b6a823027a5ca6d35b9cc8fe2b4a599303b305360caeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15939",
    "kind": "arxiv",
    "version": 3
  }
}