Pith Number

pith:PPZALUIT

pith:2023:PPZALUITMBQBZCEQWOM77YUY7D

not attested not anchored not stored refs pending

Large Language Models are Not Yet Human-Level Evaluators for Abstractive Summarization

Chenhui Shen, Lidong Bing, Liying Cheng, Xuan-Phi Nguyen, Yang You

arxiv:2305.13091 v2 · 2023-05-22 · cs.CL

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\usepackage{pith}
\pithnumber{PPZALUITMBQBZCEQWOM77YUY7D}

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Record completeness

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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

A Tree-of-Thoughts Inspired Hybrid Approach for Legal Case Judgement Summarization using LLMs

Instruction-Following Evaluation for Large Language Models

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ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Receipt and verification

First computed	2026-07-05T07:02:50.305645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bf205d11360601c8890b399ffe298f8f7f19c911c7defb8a32e75a0bf49e857

Aliases

arxiv: 2305.13091 · arxiv_version: 2305.13091v2 · doi: 10.48550/arxiv.2305.13091 · pith_short_12: PPZALUITMBQB · pith_short_16: PPZALUITMBQBZCEQ · pith_short_8: PPZALUIT

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/PPZALUITMBQBZCEQWOM77YUY7D \
  | 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: 7bf205d11360601c8890b399ffe298f8f7f19c911c7defb8a32e75a0bf49e857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17c206d5f303a9c5c7f5eefdda84b5262bc889adc797c6ccd9595d670e317c16",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T14:58:13Z",
    "title_canon_sha256": "78532b64378858ab8216b8cb715283c2af336bcd54d6240bbf253d549931d0e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13091",
    "kind": "arxiv",
    "version": 2
  }
}