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  # Video files - compressed
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  # Video files - compressed
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+ test_seen.jsonl filter=lfs diff=lfs merge=lfs -text
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+ test_unseen.jsonl filter=lfs diff=lfs merge=lfs -text
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+ train.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - text2text-generation
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+ language:
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+ - en
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+ tags:
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+ - json-repair
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+ - schema-validation
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+ - structured-output
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+ - tool-calling
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+ - agent-workflows
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+ - constraint-dsl
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+ size_categories:
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+ - 100K<n<1M
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+ ---
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+
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+ # StructFix-Bench
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+
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+ A benchmark for **schema-aware structured output recovery** — repairing broken outputs from agents, tool calls, and LLM workflows.
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+
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+ ## What it tests
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+
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+ Unlike JSON syntax repair benchmarks, StructFix-Bench focuses on **semantic and schema-level recovery**:
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+
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+ - Replacing invalid enum values with valid ones
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+ - Adding missing required fields
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+ - Correcting type mismatches
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+ - Recovering tool call arguments from Python syntax
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+ - Reconstructing outputs from truncated agent chains
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+ - Extracting JSON from markdown/text wrappers
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+
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+ ## Dataset splits
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+
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+ | Split | Examples | Field names | Enums |
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+ |-------|---------|-------------|-------|
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+ | `train` | 200,000 | Mixed (semantic + shuffled) | Mixed (realistic + synthetic) |
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+ | `validation` | 20,000 | Semantic | Realistic |
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+ | `test_seen` | 10,000 | Semantic | Realistic |
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+ | `test_unseen` | 10,000 | Semantic | Realistic |
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+ | `test_random_fields` | 10,000 | **Random hex** (`f_8f31a7`) | Synthetic |
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+
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+ ## Corruption types (28 total)
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+
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+ ### Syntactic (10)
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+ `single_quotes`, `unquoted_keys`, `trailing_comma`, `markdown_fences`, `extra_text_before`, `extra_text_after`, `truncated_object`, `truncated_array`, `missing_bracket`, `missing_brace`
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+
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+ ### Semantic (9)
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+ `wrong_type`, `invalid_enum`, `missing_required`, `null_required`, `extra_field`, `boolean_as_string`, `number_with_unit`, `synonym_enum`, `date_format_error`
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+
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+ ### LLM-like (3)
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+ `markdown_explanation`, `partial_structure`, `thought_process`
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+
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+ ### Tool/Agent (6)
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+ `tool_call_bad_format`, `tool_call_text_mix`, `tool_call_python_syntax`, `tool_call_partial_args`, `tool_call_wrong_param`, `agent_chain`
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+
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+ ## Input format
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+
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+ Each example uses **ConstraintDSL** to represent the schema:
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+
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+ ```
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+ TASK repair_structured_output
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+
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+ SPEC
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+ FIELD priority TYPE string VALUES low|medium|high REQUIRED yes
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+ FIELD description TYPE string REQUIRED yes
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+
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+ BROKEN_OUTPUT
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+ {"priority":"urgent"}
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+ ```
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+
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+ Target: `{"priority":"high","description":""}`
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+
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+ ## Key results
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+
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+ | Method | Schema Success (unseen) | Schema Success (random fields) |
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+ |--------|:----------------------:|:----------------------------:|
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+ | json-repair | 65.2% | 64.0% |
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+ | CodeT5+ + JSON Schema | 55.0% | — |
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+ | **CodeT5+ + ConstraintDSL** | **96.3%** | **91.9%** |
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+
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+ ## Schema ablation study
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+
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+ Full ablation results are included in `results/all_results.json`:
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+
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+ | DSL variant | Schema Success |
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+ |------------|:--------------:|
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+ | Full ConstraintDSL | 96.3% |
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+ | No DSL at all | 78.4% |
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+ | Dummy DSL | 75.0% |
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+ | Conflicting DSL | 88.3% |
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+ | Shuffled field names | 73.4% |
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+ | Shuffled enum values | 89.8% |
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+ | Shuffled required flags | 93.2% |
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+ | Minimal DSL | 82.5% |
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+ | Field names only | 72.2% |
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+
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+ ## Known limitations
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+
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+ The benchmark uses synthetically generated schemas and corruptions. A showcase validation with 25 hand-crafted real-world examples revealed that model performance degrades when field names overlap with training vocabulary — the model may substitute field names (e.g., `action` → `active`, `contract_id` → `consign_id`). See the model card for details.
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+
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+ ## Files
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+
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+ - `train.jsonl` / `validation.jsonl` / `test_seen.jsonl` / `test_unseen.jsonl` / `test_random_fields.jsonl`
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+ - `results/all_results.json` — all experiment results including ablations
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+
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+ ## Each example contains
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+
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+ ```json
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+ {
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+ "input": "TASK repair_structured_output\n\nSPEC\n...",
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+ "target": "{\"priority\":\"high\",\"description\":\"\"}",
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+ "corruption_type": "invalid_enum",
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+ "schema": {"type": "object", "properties": {...}, "required": [...]},
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+ "invalid_json": "{\"priority\":\"urgent\"}",
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+ "error": "Field 'priority' has invalid enum value 'urgent'",
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+ "target_json": "{\"priority\":\"high\",\"description\":\"\"}"
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+ }
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @software{structfix_bench,
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+ title = {StructFix-Bench: A Benchmark for Schema-Aware Structured Output Recovery},
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+ author = {Ottema},
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+ year = {2026},
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+ url = {https://huggingface.co/datasets/ottema/structfix-bench}
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+ }
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+ ```
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+
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+ ## License
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+
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+ Apache-2.0
results/all_results.json ADDED
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