Datasets:

FinWorkBench
/

Finch

@@ -53,15 +53,15 @@ We adopt a three-step workflow labeling process:
 2. **Deriving concrete workflow instances** by analyzing changes across **spreadsheet versions** (15,000 versioned spreadsheets from Enron and [EUSES](https://dl.acm.org/doi/10.1145/1082983.1083242)) and designing workflows based on high-quality artifacts from investment and securities companies, World Bank, Canadian/British government agencies, WideSearch, Dabstep, and more.
 3. **Conductin meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
-![Results](figs/annotation.png)
 This process yields **172 enterprise-grade workflows—primarily multi-task composite**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **messy, long-horizon, knowledge-intensive, and collaborative nature** of real-world finance & accounting work. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
-![Results](figs/distribution_chart.png)
 We conduct both human and automated evaluations of frontier AI systems including GPT5.1, Claude Sonnet 4.5, Gemini 3 Pro, Grok 4, and Qwen 3 Max, and GPT 5.1 Pro spends 48 hours in total yet passes only 38.4% of workflows, while Claude Sonnet 4.5 passes just 25.0%, revealing a substantial performance gap for real-world enterprise scenarios.
-![Results](figs/exp_results.jpeg)
 ---
@@ -69,19 +69,19 @@ We conduct both human and automated evaluations of frontier AI systems including
 Example 1: Review the Inv & WC Value Adj summary tab and add the missing cross‑sheet data references to the other worksheets so the roll‑up pulls the correct figures. Return the updated file with those links in place.
-<img src="figs/example_1.jpeg" width="700" />
 Example 2: Add a new worksheet named "Scenario3" to the same workbook, mirroring the structure, row/column layout, monthly detail table, and chart area of "Scenario1". For Scenario3, update the hedging assumptions to a balanced allocation: 10-Yr 25%, 5-Yr 20%, 1-Yr 15%, May-Sep 20%, Q3 15%. Keep the note "Maximum Monthly Average Short Position to Cover (July Peak) = 30,508 MW" unchanged; only the new sheet should be added, and formulas may be used within it.
-![Results](figs/example_2.jpeg)
 Example 3: Transcribe the content from the image into the Excel file.
-![Results](figs/example_3.jpeg)
 Example 4: Per the red parameters and the Method 1/Method 2 guidance noted in H8 and H9, complete the formulas in columns T and U (starting from1), Note that the starting point for the formulas in columns T and U is 1, representing the initial signal to hold Index 1. In the formulas for columns T and U, 1 represents the signal to hold Index 1, -1 represents the signal to hold Index 2, and 0 represents the signal to make no change. Then complete column I. The method selection in B6 should drive the model so that all cells and charts refresh consistently when switching between methods.
-![Results](figs/example_4.jpeg)
 ---

 2. **Deriving concrete workflow instances** by analyzing changes across **spreadsheet versions** (15,000 versioned spreadsheets from Enron and [EUSES](https://dl.acm.org/doi/10.1145/1082983.1083242)) and designing workflows based on high-quality artifacts from investment and securities companies, World Bank, Canadian/British government agencies, WideSearch, Dabstep, and more.
 3. **Conductin meticulous expert annotation** of task instructions, input files, and reference outputs, involving hundreds of hours of expert work.
+<img src="figs/annotation.png" width="1000" />
 This process yields **172 enterprise-grade workflows—primarily multi-task composite**, involving 1,710 spreadsheets and 27 million cells, capturing the intrinsic **messy, long-horizon, knowledge-intensive, and collaborative nature** of real-world finance & accounting work. In this release, we provide full annotations for the first 72 workflows, with the remaining 100 to be released in a subsequent update.
+<img src="figs/distribution_chart.jpeg" width="1000" />
 We conduct both human and automated evaluations of frontier AI systems including GPT5.1, Claude Sonnet 4.5, Gemini 3 Pro, Grok 4, and Qwen 3 Max, and GPT 5.1 Pro spends 48 hours in total yet passes only 38.4% of workflows, while Claude Sonnet 4.5 passes just 25.0%, revealing a substantial performance gap for real-world enterprise scenarios.
+<img src="figs/exp_results.jpeg" width="1000" />
 ---
 Example 1: Review the Inv & WC Value Adj summary tab and add the missing cross‑sheet data references to the other worksheets so the roll‑up pulls the correct figures. Return the updated file with those links in place.
+<img src="figs/example_1.jpeg" width="1000" />
 Example 2: Add a new worksheet named "Scenario3" to the same workbook, mirroring the structure, row/column layout, monthly detail table, and chart area of "Scenario1". For Scenario3, update the hedging assumptions to a balanced allocation: 10-Yr 25%, 5-Yr 20%, 1-Yr 15%, May-Sep 20%, Q3 15%. Keep the note "Maximum Monthly Average Short Position to Cover (July Peak) = 30,508 MW" unchanged; only the new sheet should be added, and formulas may be used within it.
+<img src="figs/example_2.jpeg" width="1000" />
 Example 3: Transcribe the content from the image into the Excel file.
+<img src="figs/example_3.jpeg" width="1000" />
 Example 4: Per the red parameters and the Method 1/Method 2 guidance noted in H8 and H9, complete the formulas in columns T and U (starting from1), Note that the starting point for the formulas in columns T and U is 1, representing the initial signal to hold Index 1. In the formulas for columns T and U, 1 represents the signal to hold Index 1, -1 represents the signal to hold Index 2, and 0 represents the signal to make no change. Then complete column I. The method selection in B6 should drive the model so that all cells and charts refresh consistently when switching between methods.
+<img src="figs/example_4.jpeg" width="1000" />
 ---