---
pretty_name: Dissei Financial Judgment
language:
- en
license: other
license_name: commercial-license-by-agreement
license_link: https://hub.harborframework.com/datasets/dissei/financial-judgment#access-policy
size_categories:
- n<1K
task_categories:
- question-answering
tags:
- finance
- financial-reasoning
- financial-analysis
- question-previews
- evaluation-results
configs:
- config_name: previews
  default: true
  data_files:
  - split: test
    path: task-previews.jsonl
---

# Dissei Financial Judgment

Dissei explores financial reasoning and analysis behind institutional investment and credit decisions: interpreting evidence, weighing trade-offs and reaching well-supported conclusions.

This sample presents questions drawn from a completed private-equity transaction.

[View the public Harbor sample](https://hub.harborframework.com/datasets/dissei/financial-judgment). The Hugging Face Dataset Viewer shows the seven question previews in `task-previews.jsonl`; recorded model scores and settings are in `results.json`. These previews have no answer keys or supporting case evidence and cannot be used alone to reproduce the evaluations.

## Tasks

Open a task to read its original question and brief. These public previews come from the seven-task evaluated sample; the case evidence and scoring materials require approved access.

| Family | Information cutoff | Question |
|---|---|---|
| Diagnostic | 2021-12 | [What diagnosis should you make of Company CI recent margin pressure at the anchor?](https://hub.harborframework.com/tasks/dissei/finance-preview-dg04) |
| Predictive | 2021-12 | [Would you expect Company CI to be relatively resilient if demand conditions weakened after the anchor?](https://hub.harborframework.com/tasks/dissei/finance-preview-pr02) |
| Explanatory | 2022-06 | [Why did Company CI recent margin pressure matter for the investment case at the anchor?](https://hub.harborframework.com/tasks/dissei/finance-preview-ex01) |
| Quantitative | 2022-06 | [What does the segment-share exhibit imply about Company CI relative market position?](https://hub.harborframework.com/tasks/dissei/finance-preview-qn02) |
| Counterfactual | 2022-09 | [Had Company BR declined to roll equity and provide a seller note, how would Company ED have had to reshape the capital structure to close at the same price, and how would risk-sharing shift?](https://hub.harborframework.com/tasks/dissei/finance-preview-cf01) |
| Comparative | 2022-09 | [Company ED is negotiating to acquire Company CI at a $14 billion enterprise value. Measured against how public equity markets value comparable HVAC manufacturers, is that entry price attractive?](https://hub.harborframework.com/tasks/dissei/finance-preview-cp02) |
| Strategic | 2022-09 | [Which diligence workstream should Company ED treat as gating before signing the carve-out?](https://hub.harborframework.com/tasks/dissei/finance-preview-st06) |

Preview downloads contain the question, brief and metadata only. They are not runnable evaluations. The scores below come from the complete controlled-access tasks.

## Recorded results

Reward / 100 is the equal-weight mean of the seven saved continuous task rewards, multiplied by 100. It is not accuracy. Values use unrounded rewards before display. Scores come from the complete evaluation tasks, not the read-only public previews. No task data, rubric or recorded reward changed for this publication.

| Model | Reward / 100 | Submitted | Run notes |
|---|---|---|---|
| Claude Fable 5.1 | 60.73 | 7/7 | 7 submitted; no infrastructure recovery |
| GPT-6 Astra | 52.45 | 7/7 | 7 submitted; no infrastructure recovery |
| Claude Opus 5.5 | 52.17 | 7/7 | 7 submitted; no infrastructure recovery |
| GLM-5.3 | 44.91 | 7/7 | 7 submitted; 1 task recovered; earlier recovery interrupted by the VM limit |
| Kimi K3 | 35.79 | 7/7 | 7 submitted; no infrastructure recovery |
| Gemini 3.8 Flash | 9.01 | 1/7 | Protocol-limited: 1 submitted, 6 turn limits; 5 tasks recovered after infrastructure failures |

Gemini 3.8 Flash's result is protocol-limited: six selected attempts reached the turn limit, and the JSON command parser rejected 50 responses. A non-submission receives zero without an LLM grade. The number therefore measures this harness interaction as well as the model. GLM-5.3's recovery completed after a previous recovery was interrupted by the VM's runtime limit; the other six successful original trials were retained. No successful trial was rerun to seek a higher score.

## Evaluation method

- Seven fixed, content-addressed task versions, with December 2021, June 2022 and September 2022 information cutoffs.
- Harbor 0.23.0, Terminus-2 JSON agent harness, 20 dataroom calls, 40 agent turns and a 30-minute task limit.
- High agent reasoning, with at most 16,384 output tokens per request.
- A separate `gemini-3.1-pro-preview` judge, low reasoning and one vote, applies the authored rubric.
- One selected outcome per task. Infrastructure-only recovery attempts are retained in the private audit record with the original failures. An unresolved trial exception excludes an aggregate score; a genuine non-submission remains a zero.
- Model identities, task digests and original results are retained for controlled verification. Provider access paths and client framing can differ; this is not a claim of identical provider implementations.

## Interpretation and review

This is a small, single-case pilot with no repeated-run variance estimate or error bars. Judge choice, evidence coverage and harness behavior can affect results. The scores are not an external certification, proof of absence of benchmark defects, or evidence that small score differences are significant.

Independent reproduction requires approved access to the evaluation materials. Reviewers can request the exact task/version manifest, grading specification, selected outputs and failure/recovery records under agreed terms. Public summary metrics are reported by Dissei; Harbor hosts them and does not independently recompute or certify them.

## Access policy

The seven question briefs, task metadata, results and methodology are public. Case evidence, execution tools, rubrics, reference answers, evaluator implementation and private run records remain available through approved evaluation or research access.

Each public preview contains only its question, brief and metadata. The linked public Harbor previews do not grant access to the controlled research materials.

Evaluation, independent review, retention, redistribution and training rights require agreement. Publishing these question previews does not grant rights to the underlying benchmark assets.

**Request evaluation or review access:** [tech@dissei.credit](mailto:tech@dissei.credit) · [dissei.ai/contact](https://dissei.ai/contact).