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README.md
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| 1 |
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---
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| 2 |
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language:
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- en
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tags:
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- gaia
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- benchmark
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- agent
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| 8 |
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- chromaflow
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| 9 |
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- gpt-5.2
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datasets:
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- gaia-benchmark/GAIA
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metrics:
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- accuracy
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model-index:
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- name: ChromaFlow Agent 1.0
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results:
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- task:
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type: question-answering
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name: GAIA Level 1 Validation
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dataset:
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type: gaia-benchmark/GAIA
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name: GAIA 2023 Level 1 Validation
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split: validation
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config: 2023_level1
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metrics:
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- type: accuracy
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value: 75.0
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name: Run 6 Accuracy (with fixes)
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- type: accuracy
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value: 55.0
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name: Run 5 Accuracy (baseline)
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---
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# ChromaFlow Agent 1.0 - GAIA Benchmark Results
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## Summary
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| Metric | Run 5 (Baseline) | Run 6 (+8 Fixes) | Delta |
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|--------|:-:|:-:|:-:|
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| **Accuracy** | **55.0% (11/20)** | **75.0% (15/20)** | **+20pp** |
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| Tasks Flipped | - | 4 (T8, T11, T13, T18) | +4 |
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| Regressions | - | 0 | Clean |
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| Avg Time/Task | ~540s | 180s | -67% |
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## Leaderboard Context
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Our **75.0% on Level 1 validation** positions ChromaFlow Agent competitively:
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| Rank | Agent | L1 Score | Overall |
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|:----:|-------|:--------:|:-------:|
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| 1 | HAL Generalist (Claude Sonnet 4.5) | **82.07%** | 74.55% |
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| 2 | HAL Generalist (Claude Sonnet 4.5 High) | **77.36%** | 70.91% |
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| 3 | HAL Generalist (Claude Opus 4.1 High) | **71.70%** | 68.48% |
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| - | **ChromaFlow Agent 1.0 (GPT-5.2)** | **75.0%*** | - |
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| 4 | HAL Generalist (Claude Opus 4 High) | **71.70%** | 64.85% |
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*\*Validation split; official leaderboard uses test split*
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**ChromaFlow Agent's 75% Level 1 validation score would rank approximately 2nd-3rd** on the official leaderboard's Level 1 metric, between HAL's Claude Sonnet 4.5 High (77.36%) and Claude Opus 4.1 High (71.70%).
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## Model Details
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- **Base Model:** GPT-5.2 (400K context, 128K output, xhigh reasoning, temperature 0.0)
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- **Agent Framework:** ChromaFlow Agent 1.0 (custom ToolCallAgent architecture)
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- **Tools:** Bash, PythonExecute, StrReplaceEditor, WebSearch, Crawl4AI, YouTubeTranscript, BrowserUse, Terminate
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- **Verification:** Always-on answer verifier with specificity/fact-check/logic checks
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## Per-Task Results (Run 6)
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| Task | Result | Quality | Time | Answer |
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|------|:------:|:-------:|-----:|--------|
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| T01 | PASS | 0.96 | 110s | No |
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| T02 | PASS | 0.99 | 2s | Guava |
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| T03 | PASS | 0.93 | 59s | 100 |
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| T04 | PASS | 0.93 | 114s | 0.1777 |
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| T05 | FAIL | 0.74 | 225s | (OCR misread) |
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| T06 | FAIL | 0.32 | 88s | witness (gold: inference) |
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| T07 | FAIL | 0.62 | 467s | Qxc3 (gold: Rd5) |
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| T08 | **PASS** | 0.86 | 528s | Braintree, Honolulu |
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| T09 | PASS | 0.93 | 75s | Annie Levin |
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| T10 | PASS | 0.74 | 95s | 2 |
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| T11 | **PASS** | 0.78 | 270s | CUB |
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| T12 | PASS | 0.92 | 244s | 4 |
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| T13 | **PASS** | 0.86 | 135s | Rockhopper penguin |
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| T14 | PASS | 0.90 | 49s | broccoli, celery, fresh basil, lettuce, sweet potatoes |
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| T15 | PASS | 0.78 | 85s | BaseLabelPropagation |
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| T16 | FAIL | 0.20 | 600s | (audio timeout) |
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| T17 | FAIL | 0.74 | 314s | 14 (gold: 3) |
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| T18 | **PASS** | 0.86 | 103s | Louvrier |
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| T19 | PASS | 0.99 | 40s | Logic formula |
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| T20 | PASS | 0.86 | 4s | Extremely |
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**Bold PASS** = flipped from FAIL in Run 5.
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## 8 Fixes Applied (Run 5 to Run 6)
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| Fix | Priority | Impact | Description |
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|-----|:--------:|:------:|-------------|
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| Configurable Bash Timeout + SIGKILL | P0 | +2 tasks | 45s timeout, process group kill, auto-restart |
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| YouTube Transcript Tool | P0 | +1 task | youtube_transcript_api with yt-dlp fallback |
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| System Prompt Overhaul | P1 | Indirect | 6 new protocols: timeout, specificity, web, verification, image, chess |
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| Enhanced Image Pipeline | P1 | 0 | Dual analysis: visual + OCR + python-chess |
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| Increased pass@k | P1 | Indirect | pass@k-all: 1->2, pass@k-hard: 5->4 |
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| Stronger Verifier Prompt | P1 | +1 task | Specificity, fact-check, logic boundary checks |
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| Retry Strategy Hints | P2 | Indirect | Context-aware retry prompts based on failure mode |
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| _is_hard_result Improvement | P2 | Indirect | Timeout detection from error text + elapsed time |
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## Configuration
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```json
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{
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"model": "GPT-5.2 (xhigh reasoning, temp 0.0)",
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"benchmark": "GAIA 2023 Level 1 Validation",
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"tasks": 20,
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"seed": 42,
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"pass_k_all": 2,
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"pass_k_hard": 4,
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"bash_timeout": "45s",
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"task_timeout_cap": "600s",
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"wall_time_budget": "600s",
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"tool_call_budget": 120,
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"token_budget": 380000,
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"verifier_mode": "always",
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"optimus_mode": false
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}
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```
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## Benchmark Run Details
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- **Date:** February 19, 2026
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- **Total Attempts:** 80 (4.0 avg per task)
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- **Total Wall Time:** 60.1 minutes (242 min benchmark elapsed)
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- **Fastest Task:** 2s (T02 - fruit identification)
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- **Slowest Task:** 600s (T16 - audio processing timeout)
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- **Grounded Answers:** 19/20 (95%)
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- **Average Quality Score:** 0.795
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## Citation
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| 139 |
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```bibtex
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@misc{chromaflow2026gaia,
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title={ChromaFlow Agent 1.0: GAIA Benchmark Results},
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| 143 |
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author={Tarun Mittal},
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| 144 |
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year={2026},
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| 145 |
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url={https://huggingface.co/ChromaFlow9897/chromaflow-gaia-benchmark}
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}
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```
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