Pith Number

pith:FIMZCRZX

pith:2025:FIMZCRZX3UEL7KUBRNC25LOY3M

not attested not anchored not stored refs pending

DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

Changho Lee, Dahm Lee, Heegyu Kim, Honglak Lee, Hosung Song, Janghoon Han, Min Hyung Park, Moontae Lee, Stanley Jungkyu Choi

arxiv:2512.17776 v5 · 2025-12-19 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FIMZCRZX3UEL7KUBRNC25LOY3M}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research

Time to REFLECT: Can We Trust LLM Judges for Evidence-based Research Agents?

Xpertbench: Expert Level Tasks with Rubrics-Based Evaluation

Mind DeepResearch Technical Report

Receipt and verification

First computed	2026-07-14T01:22:02.650000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a19914737dd08bfaa818b45aeadd8db0fda60d88ba1522b2d453e558c264ba0

Aliases

arxiv: 2512.17776 · arxiv_version: 2512.17776v5 · doi: 10.48550/arxiv.2512.17776 · pith_short_12: FIMZCRZX3UEL · pith_short_16: FIMZCRZX3UEL7KUB · pith_short_8: FIMZCRZX

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/FIMZCRZX3UEL7KUBRNC25LOY3M \
  | 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: 2a19914737dd08bfaa818b45aeadd8db0fda60d88ba1522b2d453e558c264ba0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8daa7a53cf39de306a5a7d34e3c5349d636d4e949388503ad2bcc470945f0fe0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-12-19T16:46:20Z",
    "title_canon_sha256": "c9a05d302f5b6d5aa3cd8e197d430b28f4feef90ddcc88c20f21be8ea8070891"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.17776",
    "kind": "arxiv",
    "version": 5
  }
}