# OfficeQA Pro v2

> The second version of OfficeQA Pro: grounded reasoning over real financial and office documents through retrieval, cross-document verification, and multi-step numerical reasoning.

Canonical page: https://benchlm.ai/benchmarks/officeqaprov2

- Category: [Multimodal & Grounded](/multimodal-grounded)
- Last updated: October 29, 2026

## About OfficeQA Pro v2

- Year: 2026
- Tasks: Document and spreadsheet tasks
- Format: Task accuracy
- Difficulty: Enterprise document reasoning
- Paper: [Kimi K3.1 Pro Tech Blog: Advancing Open Intelligence](https://www.kimi.ai/blog/kimi-k3-1-pro)

Moonshot evaluates with Claude Code (Codex for GPT models), renders every PDF in the corpus as images with no machine-readable text, and scores zero for tasks where a model retrieved reference answers online. BenchLM keeps v2 separate from the original OfficeQA Pro key.

OfficeQA Pro v2 is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (1 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Kimi K3.1 Pro](/models/kimi-3-1-pro) | Moonshot AI | 64.4% |

## FAQ

### What does OfficeQA Pro v2 measure?

The second version of OfficeQA Pro: grounded reasoning over real financial and office documents through retrieval, cross-document verification, and multi-step numerical reasoning.

### Which model scores highest on OfficeQA Pro v2?

Kimi K3.1 Pro by Moonshot AI currently leads with a score of 64.4% on OfficeQA Pro v2.

### How many models are evaluated on OfficeQA Pro v2?

1 AI models have published results on OfficeQA Pro v2 in the BenchLM catalog.

### Does OfficeQA Pro v2 affect BenchLM's overall score?

Not directly. OfficeQA Pro v2 is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.