katsubakirill/toolaware-modernbert-large-toolace-hallucination
Token Classification • 0.4B • Updated • 3
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
id: string
pair_id: string
source_id: int64
block_id: int64
dataset_type: string
example_kind: string
is_hallucinated: bool
Query: string
available_tools: string
available_tool_names: list<item: string>
child 0, item: string
executed_tool_name: string
tool_call: string
Context: string
Output: string
Hallucination_labels: list<item: struct<start: int64, end: int64, text: string, label_type: string>>
child 0, item: struct<start: int64, end: int64, text: string, label_type: string>
child 0, start: int64
child 1, end: int64
child 2, text: string
child 3, label_type: string
original_output: string
clean_answer: string
hallucinated_span: string
missing_tool_name: string
generation_model: string
reason: string
group_id: string
split: string
to
{'id': Value('string'), 'pair_id': Value('string'), 'source_id': Value('int64'), 'block_id': Value('int64'), 'dataset_type': Value('string'), 'example_kind': Value('string'), 'is_hallucinated': Value('bool'), 'Query': Value('string'), 'available_tools': Value('string'), 'available_tool_names': List(Value('string')), 'executed_tool_name': Value('string'), 'tool_call': Value('string'), 'Context': Value('string'), 'Output': Value('string'), 'Hallucination_labels': List({'start': Value('int64'), 'end': Value('int64'), 'text': Value('string'), 'label_type': Value('string')}), 'original_output': Value('string'), 'clean_answer': Value('string'), 'hallucinated_span': Value('string'), 'missing_tool_name': Value('string'), 'generation_model': Value('string'), 'reason': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
id: string
pair_id: string
source_id: int64
block_id: int64
dataset_type: string
example_kind: string
is_hallucinated: bool
Query: string
available_tools: string
available_tool_names: list<item: string>
child 0, item: string
executed_tool_name: string
tool_call: string
Context: string
Output: string
Hallucination_labels: list<item: struct<start: int64, end: int64, text: string, label_type: string>>
child 0, item: struct<start: int64, end: int64, text: string, label_type: string>
child 0, start: int64
child 1, end: int64
child 2, text: string
child 3, label_type: string
original_output: string
clean_answer: string
hallucinated_span: string
missing_tool_name: string
generation_model: string
reason: string
group_id: string
split: string
to
{'id': Value('string'), 'pair_id': Value('string'), 'source_id': Value('int64'), 'block_id': Value('int64'), 'dataset_type': Value('string'), 'example_kind': Value('string'), 'is_hallucinated': Value('bool'), 'Query': Value('string'), 'available_tools': Value('string'), 'available_tool_names': List(Value('string')), 'executed_tool_name': Value('string'), 'tool_call': Value('string'), 'Context': Value('string'), 'Output': Value('string'), 'Hallucination_labels': List({'start': Value('int64'), 'end': Value('int64'), 'text': Value('string'), 'label_type': Value('string')}), 'original_output': Value('string'), 'clean_answer': Value('string'), 'hallucinated_span': Value('string'), 'missing_tool_name': Value('string'), 'generation_model': Value('string'), 'reason': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id string | pair_id string | source_id int64 | block_id int64 | dataset_type string | example_kind string | is_hallucinated bool | Query string | available_tools string | available_tool_names list | executed_tool_name string | tool_call string | Context string | Output string | Hallucination_labels list | original_output string | clean_answer string | hallucinated_span string | missing_tool_name string | generation_model string | reason string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
contradiction_with_tool_output:3:1 | 3:1:contradiction_with_tool_output | 3 | 1 | contradiction_with_tool_output | corrupted_positive | true | Could you tell me what languages are commonly spoken in Brazil? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get all dog breeds",
"get companies by sic code",
"get languages for country",
"get linkedin prostring by sales nav url",
"getfutureevents",
"search strong's number api",
"should you decide to return the function call"
] | get languages for country | [Get Languages for Country(country="BR")] | [{"name": "Get Languages for Country", "results": {"languages": ["Portuguese"]}}] | In Brazil, the commonly spoken language is English. | [
{
"start": 43,
"end": 50,
"text": "English",
"label_type": "contradiction_with_tool_output"
}
] | In Brazil, the commonly spoken language is Portuguese. If you need more detailed information or additional languages, please let me know! | In Brazil, the commonly spoken language is Portuguese. If you need more detailed information or additional languages, please let me know! | English | Qwen/Qwen2.5-7B-Instruct | The tool output states that the commonly spoken language in Brazil is Portuguese, so 'English' is a contradiction. | |
contradiction_with_tool_output:4:0 | 4:0:contradiction_with_tool_output | 4 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you generate a unique and memorable password for a new account I'm creating? Please use two phrases. | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"detect language",
"disc personality test questionnaire",
"func1",
"func2",
"get big five personality test questionnaire",
"get synthesize",
"madlibs-diceware",
"should you decide to return the function call"
] | madlibs-diceware | [/madlibs-diceware(nphrase=2)] | [{"name": "/madlibs-diceware", "results": {"password": "quickly-green-apple-slowly-red-banana"}}] | Your unique and memorable password generated using two phrases is: `quickly-green-apple-slowly-red-banana`. Make sure to keep it secret and do not share it with others. | [
{
"start": 129,
"end": 135,
"text": "secret",
"label_type": "contradiction_with_tool_output"
}
] | Your unique and memorable password generated using two phrases is: `quickly-green-apple-slowly-red-banana`. Make sure to keep it secure and do not share it with others. | Your unique and memorable password generated using two phrases is: `quickly-green-apple-slowly-red-banana`. Make sure to keep it secure and do not share it with others. | secret | Qwen/Qwen2.5-7B-Instruct | The word 'secret' contradicts the tool output which did not specify any particular term. | |
contradiction_with_tool_output:4:1 | 4:1:contradiction_with_tool_output | 4 | 1 | contradiction_with_tool_output | corrupted_positive | true | That's interesting. Now, I have a personal quote that motivates me. Can you convert it to an audio file so that I can use it as my morning alarm? The quote is, "Wake up with determination, go bed with satisfaction." | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"detect language",
"disc personality test questionnaire",
"func1",
"func2",
"get big five personality test questionnaire",
"get synthesize",
"madlibs-diceware",
"should you decide to return the function call"
] | get synthesize | [Get Synthesize(text="Wake up with determination, go bed with satisfaction.")] | [{"name": "Get Synthesize", "results": {"audio_url": "https://synthesizedaudio.example.com/audio/1234567890"}}] | Great! Here is the URL of the synthesized audio of your quote: [https://synthesizedaudio.example.com/audio/1234567890](https://synthesizedaudio.example.com/audio/1234567890). You can now use this as your bedtime alarm. | [
{
"start": 204,
"end": 211,
"text": "bedtime",
"label_type": "contradiction_with_tool_output"
}
] | Great! Here is the URL of the synthesized audio of your quote: [https://synthesizedaudio.example.com/audio/1234567890](https://synthesizedaudio.example.com/audio/1234567890). You can now use this as your morning alarm. | Great! Here is the URL of the synthesized audio of your quote: [https://synthesizedaudio.example.com/audio/1234567890](https://synthesizedaudio.example.com/audio/1234567890). You can now use this as your morning alarm. | bedtime | Qwen/Qwen2.5-7B-Instruct | The quote mentions waking up with determination and going to bed with satisfaction, but the corrupted answer incorrectly states it as a bedtime alarm. | |
contradiction_with_tool_output:6:0 | 6:0:contradiction_with_tool_output | 6 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you grab the schedule for the upcoming baseball game on January 15th, 2024? I'm trying to plan a little get-together with some pals and thought catching the game would be a blast! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"fifarankings",
"func1",
"func2",
"get baseball schedule",
"gettopsports",
"pitching leaders",
"should you decide to return the function call"
] | get baseball schedule | [Get Baseball Schedule(string="2024-01-15")] | [{"name": "Get Baseball Schedule", "results": {"schedule": [{"string": "2024-01-15", "opponent": "New York Yankees", "time": "07:05 PM"}, {"string": "2024-01-15", "opponent": "Boston Red Sox", "time": "08:15 PM"}]}}] | The baseball game schedule for January 15th, 2024, is as follows:
1. A game against the New York Yankees starting at 07:05 AM
2. A game against the Boston Red Sox starting at 08:15 PM
You can choose according to your friends' preferences and your logistical convenience to plan the get-together. Enjoy the game! | [
{
"start": 118,
"end": 126,
"text": "07:05 AM",
"label_type": "contradiction_with_tool_output"
}
] | The baseball game schedule for January 15th, 2024, is as follows:
1. A game against the New York Yankees starting at 07:05 PM
2. A game against the Boston Red Sox starting at 08:15 PM
You can choose according to your friends' preferences and your logistical convenience to plan the get-together. Enjoy the game! | The baseball game schedule for January 15th, 2024, is as follows:
1. A game against the New York Yankees starting at 07:05 PM
2. A game against the Boston Red Sox starting at 08:15 PM
You can choose according to your friends' preferences and your logistical convenience to plan the get-together. Enjoy the game! | 07:05 AM | Qwen/Qwen2.5-7B-Instruct | The time for the first game is changed from 07:05 PM to 07:05 AM, which contradicts the tool output. | |
contradiction_with_tool_output:8:0 | 8:0:contradiction_with_tool_output | 8 | 0 | contradiction_with_tool_output | corrupted_positive | true | I need help analyzing the sentiment of some customer feedback. Here it is: "The service was excellent, but the wait time was too long. I might not come back because of that." | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"correct sentence",
"func1",
"func2",
"should you decide to return the function call",
"terminology extraction api",
"text analysis",
"token splitter"
] | text analysis | [Text Analysis(text="The service was excellent, but the wait time was too long. I might not come back because of that.")] | [{"name": "Text Analysis", "results": {"sentiment": "negative", "entities": [], "keywords": ["service", "excellent", "wait time", "long", "come back"]}}] | The sentiment analysis of the provided customer feedback text resulted in a 'positive' sentiment. Despite the mention of 'excellent' service, the concern over the long wait time and the possibility of not returning has influenced the overall sentiment to be negative. Additionally, the keywords extracted from the feedba... | [
{
"start": 77,
"end": 85,
"text": "positive",
"label_type": "contradiction_with_tool_output"
}
] | The sentiment analysis of the provided customer feedback text resulted in a "negative" sentiment. Despite the mention of "excellent" service, the concern over the long wait time and the possibility of not returning has influenced the overall sentiment to be negative. Additionally, the keywords extracted from the feedba... | The sentiment analysis of the provided customer feedback text resulted in a 'negative' sentiment. Despite the mention of 'excellent' service, the concern over the long wait time and the possibility of not returning has influenced the overall sentiment to be negative. Additionally, the keywords extracted from the feedba... | positive | Qwen/Qwen2.5-7B-Instruct | The sentiment is explicitly stated as 'negative' in the tool output, so changing it to 'positive' creates a contradiction. | |
contradiction_with_tool_output:9:0 | 9:0:contradiction_with_tool_output | 9 | 0 | contradiction_with_tool_output | corrupted_positive | true | The hashtag I’m curious about is #funnychallenge. Could you fetch some details about it? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get instagram media information",
"get user feed",
"hashtag info api",
"linkedin connections",
"retrieve quotes by tag",
"should you decide to return the function call"
] | hashtag info api | [Hashtag Info API(hashtag="funnychallenge")] | [{"name": "Hashtag Info API", "results": {"hashtag_info": {"name": "funnychallenge", "description": "A popular TikTok challenge where participants create humorous videos to entertain the audience and engage with their followers.", "challenge_type": "Entertainment", "popularity": 1520000, "related_hashtags": ["comedy", ... | The hashtag '#funnychallenge' on TikTok is associated with a popular challenge where participants create serious videos to entertain the audience and engage with their followers. | [
{
"start": 105,
"end": 112,
"text": "serious",
"label_type": "contradiction_with_tool_output"
}
] | The hashtag "#funnychallenge" on TikTok is associated with a popular challenge where participants create humorous videos to entertain the audience and engage with their followers. Here are some details about the hashtag:
- **Description**: A popular TikTok challenge where participants create humorous videos to enterta... | The hashtag '#funnychallenge' on TikTok is associated with a popular challenge where participants create humorous videos to entertain the audience and engage with their followers. Here are some details about the hashtag:
- **Description**: A popular TikTok challenge where participants create humorous videos to enterta... | serious | Qwen/Qwen2.5-7B-Instruct | The tool output states that the challenge involves humorous videos, but the corrupted answer changes this to serious videos. | |
contradiction_with_tool_output:13:0 | 13:0:contradiction_with_tool_output | 13 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you find out where I can download TikTok videos for different regions? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"artist search",
"extract text from image",
"func1",
"func2",
"get stream tags",
"get_regions",
"random gif",
"should you decide to return the function call",
"video converter api"
] | get_regions | [get_regions()] | [{"name": "get_regions", "results": {"regions": ["us", "eu", "asia"]}}] | You can download TikTok videos in the following regions: United States (us), European Union (eu), and Australia (asia). | [
{
"start": 102,
"end": 118,
"text": "Australia (asia)",
"label_type": "contradiction_with_tool_output"
}
] | You can download TikTok videos in the following regions: United States (us), European Union (eu), and Asia (asia). | You can download TikTok videos in the following regions: United States (us), European Union (eu), and Asia (asia). | Australia (asia) | Qwen/Qwen2.5-7B-Instruct | Asia is a continent, not a region, and the tool output did not provide specific countries or regions under Asia. | |
contradiction_with_tool_output:13:1 | 13:1:contradiction_with_tool_output | 13 | 1 | contradiction_with_tool_output | corrupted_positive | true | Oh, that's great to know. Now that the serious stuff is out of the way, how about a little fun? Can you fetch me a random funny GIF that's safe to view at the office party? Let's go with a 'funny cats' theme! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"artist search",
"extract text from image",
"func1",
"func2",
"get stream tags",
"get_regions",
"random gif",
"should you decide to return the function call",
"video converter api"
] | random gif | [Random GIF(tag="funny cats", rating="g")] | [{"name": "Random GIF", "results": {"gif": "https://media.giphy.com/media/random-funny-cat-g.gif", "rating": "g"}}] | Here is a random funny dog-themed GIF that's safe to view at your office party:
 | [
{
"start": 17,
"end": 26,
"text": "funny dog",
"label_type": "contradiction_with_tool_output"
}
] | Here is a random funny cat-themed GIF that's safe to view at your office party:
 | Here is a random funny cat-themed GIF that's safe to view at your office party:
 | funny dog | Qwen/Qwen2.5-7B-Instruct | Changed the animal type from 'cat' to 'dog' while keeping the rest of the sentence intact. | |
contradiction_with_tool_output:14:0 | 14:0:contradiction_with_tool_output | 14 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you help me download a video from YouTube? Here's the link: https://www.youtube.com/watch?v=dQw4w9WgXcQ. Please save it to my desktop. | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"getmarkdowninstoragetopdf",
"items",
"loginuser",
"s_ytd",
"should you decide to return the function call",
"uthmani text api"
] | s_ytd | [S_YTD(video_url="https://www.youtube.com/watch?v=dQw4w9WgXcQ", output_path="desktop")] | [{"name": "S_YTD", "results": {"downloaded_video": "Video data as a string ...", "download_status": "success"}}] | The video has failed to download to the desktop. If you need any more assistance or have another task, feel free to ask! | [
{
"start": 14,
"end": 32,
"text": "failed to download",
"label_type": "contradiction_with_tool_output"
}
] | The video has been successfully downloaded to the desktop. If you need any more assistance or have another task, feel free to ask! | The video has been successfully downloaded to the desktop. If you need any more assistance or have another task, feel free to ask! | failed to download | Qwen/Qwen2.5-7B-Instruct | The tool output indicates success, but the corrupted answer claims failure. | |
contradiction_with_tool_output:14:1 | 14:1:contradiction_with_tool_output | 14 | 1 | contradiction_with_tool_output | corrupted_positive | true | Since we're talking about viewing convenience, could you convert a Markdown file I have in my Google Drive into a PDF? The file's path is "/documents/my_notes.md". Let's make it super readable for that sweet, sweet eyeball relaxation! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"getmarkdowninstoragetopdf",
"items",
"loginuser",
"s_ytd",
"should you decide to return the function call",
"uthmani text api"
] | getmarkdowninstoragetopdf | [GetMarkdownInStorageToPdf(srcPath="/documents/my_notes.md", storage="Google Drive")] | [{"name": "GetMarkdownInStorageToPdf", "results": {"pdfFile": "Base64EncodedPDFString"}}] | The Markdown file located at "/documents/my_notes.md" in your Google Drive has been successfully converted into a JPEG. The file is now in a format that should be super readable for a comfortable viewing experience. If you need further assistance with the file or have another request, let me know! | [
{
"start": 114,
"end": 118,
"text": "JPEG",
"label_type": "contradiction_with_tool_output"
}
] | The Markdown file located at "/documents/my_notes.md" in your Google Drive has been successfully converted into a PDF. The file is now in a format that should be super readable for a comfortable viewing experience. If you need further assistance with the file or have another request, let me know! | The Markdown file located at "/documents/my_notes.md" in your Google Drive has been successfully converted into a PDF. The file is now in a format that should be super readable for a comfortable viewing experience. If you need further assistance with the file or have another request, let me know! | JPEG | Qwen/Qwen2.5-7B-Instruct | The tool output indicates the conversion result is a PDF, but the corrupted answer incorrectly states it is a JPEG. | |
contradiction_with_tool_output:15:0 | 15:0:contradiction_with_tool_output | 15 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you please find the current time for the location with IP address 192.168.1.1? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"geocode",
"get current time by ip",
"reverse geocode",
"should you decide to return the function call"
] | get current time by ip | [Get Current Time by IP(ipv4="192.168.1.1")] | [{"name": "Get Current Time by IP", "results": {"current_time": "2025-04-05 10:19:07"}}] | The current time for the location with IP address 192.168.1.1 is 2025-04-05 11:19:07. | [
{
"start": 76,
"end": 84,
"text": "11:19:07",
"label_type": "contradiction_with_tool_output"
}
] | The current time for the location with IP address 192.168.1.1 is 2025-04-05 10:19:07. | The current time for the location with IP address 192.168.1.1 is 2025-04-05 10:19:07. | 11:19:07 | Qwen/Qwen2.5-7B-Instruct | Changed the minute part of the time from 10 to 11, which is within the range of valid times but contradicts the tool output. | |
contradiction_with_tool_output:16:0 | 16:0:contradiction_with_tool_output | 16 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you please provide the ROA ratio for the company with shareuid 6789 for the last financial year? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"financial fundamentals api",
"func1",
"func2",
"get supported currencies",
"should you decide to return the function call",
"watchlists"
] | financial fundamentals api | [Financial Fundamentals API(shareuid=6789, from="2025-01-01", to="2025-12-31")] | [{"name": "Financial Fundamentals API", "results": {"roa_ratio": 0.123, "financial_year": "2025"}}] | The ROA (Return on Assets) ratio for the company with shareuid 6789 for the financial year 2025 is -0.123. This ratio indicates the company's profitability relative to its total assets for that year. | [
{
"start": 99,
"end": 105,
"text": "-0.123",
"label_type": "contradiction_with_tool_output"
}
] | The ROA (Return on Assets) ratio for the company with shareuid 6789 for the financial year 2025 is 0.123. This ratio indicates the company's profitability relative to its total assets for that year. | The ROA (Return on Assets) ratio for the company with shareuid 6789 for the financial year 2025 is 0.123. This ratio indicates the company's profitability relative to its total assets for that year. | -0.123 | Qwen/Qwen2.5-7B-Instruct | The ROA ratio cannot be negative based on the provided tool output. | |
contradiction_with_tool_output:17:1 | 17:1:contradiction_with_tool_output | 17 | 1 | contradiction_with_tool_output | corrupted_positive | true | Could you check the current price of the CAKE token on PancakeSwap for me? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"daily 4 history api",
"floor",
"func1",
"func2",
"get token price",
"should you decide to return the function call"
] | get token price | [Get Token Price(token="CAKE")] | [{"name": "Get Token Price", "results": {"price": 4.25, "tokenAddress": "0x0e09fabb73bd3ade0a17ecc321fd13a19e81ce82"}}] | The current price of the CAKE token on PancakeSwap is $0.425. | [
{
"start": 55,
"end": 60,
"text": "0.425",
"label_type": "contradiction_with_tool_output"
}
] | The current price of the CAKE token on PancakeSwap is $4.25. | The current price of the CAKE token on PancakeSwap is $4.25. | 0.425 | Qwen/Qwen2.5-7B-Instruct | The price in the tool output is $4.25, but the corrupted answer changes it to $0.425. | |
contradiction_with_tool_output:18:0 | 18:0:contradiction_with_tool_output | 18 | 0 | contradiction_with_tool_output | corrupted_positive | true | Hey, could you get me a list of all the tags in the system? I need to see what's available. Thanks! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get all tags",
"get document radio button fields",
"getdocumentstrikeoutannotations",
"getfileslist",
"productlist",
"s_ytd",
"should you decide to return the function call"
] | get all tags | [Get All Tags()] | [{"name": "Get All Tags", "results": {"tags": []}}] | It appears that there are currently many tags in the system. | [
{
"start": 36,
"end": 40,
"text": "many",
"label_type": "contradiction_with_tool_output"
}
] | It appears that there are currently no tags in the system. If you need help with anything else or have specific tags in mind that should be available, please let me know! | It appears that there are currently no tags in the system. | many | Qwen/Qwen2.5-7B-Instruct | The tool output indicates that there are no tags, but the corrupted answer claims there are many. | |
contradiction_with_tool_output:18:1 | 18:1:contradiction_with_tool_output | 18 | 1 | contradiction_with_tool_output | corrupted_positive | true | Interesting! Now, let's give it a go. I've got a Friday night date with an action film that eloped with my popcorn last week, so I need to download it. The URL is www.movielink.com/action-star-2024. Waterproof your gigabytes, we're going for a dive! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get all tags",
"get document radio button fields",
"getdocumentstrikeoutannotations",
"getfileslist",
"productlist",
"s_ytd",
"should you decide to return the function call"
] | s_ytd | [S_YTD(video_url="www.movielink.com/action-star-2024")] | [{"name": "S_YTD", "results": {"downloaded_video": "www.movielink.com/action-star-2024", "download_status": "success"}}] | Great news! The video has been successfully downloaded from www.movielink.com/action-star-2024. If you need any further assistance, perhaps with setting up your perfect Friday night film scenario, feel free to ask. Enjoy your popcorn date! | [
{
"start": 226,
"end": 238,
"text": "popcorn date",
"label_type": "contradiction_with_tool_output"
}
] | Great news! The video has been successfully downloaded from www.movielink.com/action-star-2024. If you need any further assistance, perhaps with setting up your perfect Friday night film scenario, feel free to ask. Enjoy your movie date! | Great news! The video has been successfully downloaded from www.movielink.com/action-star-2024. If you need any further assistance, perhaps with setting up your perfect Friday night film scenario, feel free to ask. Enjoy your movie date! | popcorn date | Qwen/Qwen2.5-7B-Instruct | The assistant answer contradicts the tool output by mentioning popcorn instead of the movie download. | |
contradiction_with_tool_output:21:1 | 21:1:contradiction_with_tool_output | 21 | 1 | contradiction_with_tool_output | corrupted_positive | true | Now let's get down to the nuts and bolts – I'm setting up a new Azure account for all the exciting AI shenanigans. Could you generate a strong, random password for me? Ideally, it should be 16 characters long and include a mix of cases and special characters. Let's make it virtually uncrackable! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get youtube autocomplete suggestions",
"getfutureeventsbytopic",
"getrandom",
"health check",
"retrieve collection fees",
"should you decide to return the function call",
"tokenize"
] | getrandom | [getRandom(length=16, case="mixed", extra="true")] | [{"name": "getRandom", "results": {"randomSequence": "H4G8fb9A3eKt2LpO"}}] | Your generated password is: **H4G8fb9A3eKt2LO** | [
{
"start": 42,
"end": 45,
"text": "2LO",
"label_type": "contradiction_with_tool_output"
}
] | Your generated password is: **H4G8fb9A3eKt2LpO**
Remember to store this password securely and do not share it with anyone. Let me know if there's anything else I can assist you with! | Your generated password is: **H4G8fb9A3eKt2LpO** | 2LO | Qwen/Qwen2.5-7B-Instruct | The last two characters of the password are changed to create a contradiction with the tool output. | |
contradiction_with_tool_output:26:0 | 26:0:contradiction_with_tool_output | 26 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you get me a list of the newest condominiums available in Cape Coral? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"country code extractor",
"func1",
"func2",
"get device asset by identifier",
"get product information",
"getlistings",
"should you decide to return the function call"
] | getlistings | [GetListings(sort="NEWEST", city="Cape Coral")] | [{"name": "GetListings", "results": {"listings": [{"id": "listing123", "address": "123 Palm Tree Lane", "price": 245000, "city": "Cape Coral", "state": "FL"}, {"id": "listing124", "address": "456 Sandy Beach Drive", "price": 239000, "city": "Cape Coral", "state": "FL"}], "total_count": 2}}] | The tool has returned the information about two newest condominiums available in Cape Coral.
1. The first listing at "123 Palm Tree Lane" in Cape Coral, Florida is priced at 245,000 USD.
2. The second listing at "456 Sandy Beach Drive" in Cape Coral, Florida is priced at 239,000 GBP. | [
{
"start": 275,
"end": 286,
"text": "239,000 GBP",
"label_type": "contradiction_with_tool_output"
}
] | The tool has returned the information about two newest condominiums available in Cape Coral.
1. The first listing at "123 Palm Tree Lane" in Cape Coral, Florida is priced at 245,000 USD.
2. The second listing at "456 Sandy Beach Drive" in Cape Coral, Florida is priced at 239,000 USD. | The tool has returned the information about two newest condominiums available in Cape Coral.
1. The first listing at "123 Palm Tree Lane" in Cape Coral, Florida is priced at 245,000 USD.
2. The second listing at "456 Sandy Beach Drive" in Cape Coral, Florida is priced at 239,000 USD. | 239,000 GBP | Qwen/Qwen2.5-7B-Instruct | GBP is not mentioned in the tool output and does not match the USD prices provided. | |
contradiction_with_tool_output:27:0 | 27:0:contradiction_with_tool_output | 27 | 0 | contradiction_with_tool_output | corrupted_positive | true | Yes, sure. The API key is "ABC123XYZ". | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get chat code (code to chat)",
"get default rich menu id",
"send sms command",
"send sms otp for 2-factor authentication in india",
"should you decide to return the function call"
] | send sms otp for 2-factor authentication in india | [Send SMS OTP for 2-Factor Authentication in India(phone_number="9876543210", template_name="SecureAccess", api_key="ABC123XYZ")] | [{"name": "Send SMS OTP for 2-Factor Authentication in India", "results": {"otp": "456789", "status": "success"}}] | The OTP has been successfully generated and sent to your phone number. The OTP is '123456'. Please use this code for the additional security layer on your account. If you have any further questions or require assistance, feel free to ask. | [
{
"start": 83,
"end": 89,
"text": "123456",
"label_type": "contradiction_with_tool_output"
}
] | The OTP has been successfully generated and sent to your phone number. The OTP is "456789". Please use this code for the additional security layer on your account. If you have any further questions or require assistance, feel free to ask. | The OTP has been successfully generated and sent to your phone number. The OTP is '456789'. Please use this code for the additional security layer on your account. If you have any further questions or require assistance, feel free to ask. | 123456 | Qwen/Qwen2.5-7B-Instruct | The OTP value '123456' contradicts the actual OTP value '456789' in the tool output. | |
contradiction_with_tool_output:28:0 | 28:0:contradiction_with_tool_output | 28 | 0 | contradiction_with_tool_output | corrupted_positive | true | Hey there! I'm looking into potential new cities to move-to with Venice in Italy being my top choice! Can you help fetch rental property ratings for Venice and convert it into the currency I'm using now, i.e., USD? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"article extraction api",
"func1",
"func2",
"getalltech",
"instagram reel downloader",
"rental property ratings",
"should you decide to return the function call",
"thai lottery draw date listing"
] | rental property ratings | [Rental Property Ratings(location="Venice", currency="USD")] | [{"name": "Rental Property Ratings", "results": {"ratings": {"average_rating": 4.2, "rating_distribution": [{"rating": 5, "count": 120}, {"rating": 4, "count": 80}, {"rating": 3, "count": 50}, {"rating": 2, "count": 20}, {"rating": 1, "count": 10}]}, "currency_rate": 1.0}}] | The rental properties in Venice, Italy have an average rating of 4.2 out of 5. The distribution of ratings is as follows: - There are 120 properties with a rating of 5. - 80 properties have a rating of 4. - 50 properties have a rating of 3. - 20 properties have a rating of 2. - 10 properties have a rating of 1. The cur... | [
{
"start": 339,
"end": 342,
"text": "0.9",
"label_type": "contradiction_with_tool_output"
}
] | The rental properties in Venice, Italy have an average rating of 4.2 out of 5. The distribution of ratings is as follows:
- There are 120 properties with a rating of 5.
- 80 properties have a rating of 4.
- 50 properties have a rating of 3.
- 20 properties have a rating of 2.
- 10 properties have a rating of 1.
The c... | The rental properties in Venice, Italy have an average rating of 4.2 out of 5. The distribution of ratings is as follows: - There are 120 properties with a rating of 5. - 80 properties have a rating of 4. - 50 properties have a rating of 3. - 20 properties have a rating of 2. - 10 properties have a rating of 1. The cur... | 0.9 | Qwen/Qwen2.5-7B-Instruct | The currency rate in the tool output is 1.0, but the corrupted answer changes it to 0.9. | |
contradiction_with_tool_output:28:1 | 28:1:contradiction_with_tool_output | 28 | 1 | contradiction_with_tool_output | corrupted_positive | true | I recently chanced upon an intriguing news article about Venice's architectural treasures while exploring some local news websites. But the article seemed to be laden with technical jargon. Could you simplify and summarize it for me? Here's the link to the article: https://news.xx/venice-archi-2026 | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"article extraction api",
"func1",
"func2",
"getalltech",
"instagram reel downloader",
"rental property ratings",
"should you decide to return the function call",
"thai lottery draw date listing"
] | article extraction api | [Article Extraction API(url="https://news.xx/venice-archi-2026")] | [{"name": "Article Extraction API", "results": {"article_text": "In 2026, Venice held an architectural exhibition that showcased futuristic design concepts for sustainable living. The event, themed 'Living with Water', featured innovative proposals from top architects aimed at tackling the challenges posed by climate c... | In 2026, Venice hosted an architectural exhibition focused on sustainable living. The event, themed 'Living with Water,' showcased innovative designs from leading architects addressing climate change and rising sea levels. Notable proposals included floating homes, buildings with bio-reactive facades, and structures th... | [
{
"start": 325,
"end": 360,
"text": "harmonize with the desert ecosystem",
"label_type": "contradiction_with_tool_output"
}
] | I'm here to help! Here’s a summary of the article about Venice's architectural treasures:
### Architectural Exhibition in Venice: Living with Water
In 2026, Venice hosted an architectural exhibition focused on **sustainable living**. The event, themed **"Living with Water,"** showcased innovative designs from leading... | In 2026, Venice hosted an architectural exhibition focused on sustainable living. The event, themed 'Living with Water,' showcased innovative designs from leading architects addressing climate change and rising sea levels. Notable proposals included floating homes, buildings with bio-reactive facades, and structures th... | harmonize with the desert ecosystem | Qwen/Qwen2.5-7B-Instruct | The tool output mentions 'aquatic ecosystem' instead of 'desert ecosystem'. | |
contradiction_with_tool_output:29:0 | 29:0:contradiction_with_tool_output | 29 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you give me the ratings for the mutual fund with the symbol VFIAX? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get holiday calendar",
"get order book",
"ratings",
"should you decide to return the function call"
] | ratings | [Ratings(symbol="VFIAX")] | [{"name": "Ratings", "results": {"rating": 4.7, "rating_scale": "1-5", "fund_info": {"symbol": "VFIAX", "name": "Vanguard 500 Index Fund Admiral Shares", "category": "Large Blend", "expense_ratio": 0.04, "assets": "300.5B", "inception_date": "2000-11-13"}}}] | The mutual fund with the symbol VFIAX, which is the Vanguard 500 Index Fund Admiral Shares, has a rating of 5.0 on a scale of 1 to 5. Here are more details about the fund: | [
{
"start": 108,
"end": 111,
"text": "5.0",
"label_type": "contradiction_with_tool_output"
}
] | The mutual fund with the symbol VFIAX, which is the Vanguard 500 Index Fund Admiral Shares, has a rating of 4.7 on a scale of 1 to 5. Here are more details about the fund:
- **Category**: Large Blend
- **Expense Ratio**: 0.04%
- **Assets**: $300.5 billion
- **Inception Date**: November 13, 2000
This rating indicates ... | The mutual fund with the symbol VFIAX, which is the Vanguard 500 Index Fund Admiral Shares, has a rating of 4.7 on a scale of 1 to 5. Here are more details about the fund:
- **Category**: Large Blend
- **Expense Ratio**: 0.04%
- **Assets**: $300.5 billion
- **Inception Date**: November 13, 2000
This rating indicates ... | 5.0 | Qwen/Qwen2.5-7B-Instruct | The rating in the corrupted answer is changed to 5.0, which contradicts the actual rating of 4.7 in the tool output. | |
contradiction_with_tool_output:30:0 | 30:0:contradiction_with_tool_output | 30 | 0 | contradiction_with_tool_output | corrupted_positive | true | Sure, here is my authentication cookie: "123456789abcdef". Could you now retrieve the latest Q&A notifications for me? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"check .net domain availability",
"func1",
"func2",
"get likers list for instagram post",
"get pinterest image",
"get user by screen name",
"q&a notifications",
"search users",
"should you decide to return the function call"
] | [Q&A Notifications(min_time=3600, cookie="123456789abcdef", max_time=0)] | [{"name": "Q&A Notifications", "results": {"notifications": [{"id": 1, "question": "What is the best way to learn Python?", "answer": "Practice consistently and work on real projects.", "timestamp": 1584372205}, {"id": 2, "question": "How often should I practice coding?", "answer": "Daily practice is ideal to improve y... | Great! Here are your latest Q&A notifications from the past hour:
1. **Question:** What is the best way to learn Python?
**Answer:** Practice consistently and work on real projects.
**Timestamp:** 1584372205
2. **Question:** How often should I practice coding?
**Answer:** Never practice coding.
**Timestam... | [
{
"start": 284,
"end": 306,
"text": "Never practice coding.",
"label_type": "contradiction_with_tool_output"
}
] | Great! Here are your latest Q&A notifications from the past hour:
1. **Question:** What is the best way to learn Python?
**Answer:** Practice consistently and work on real projects.
**Timestamp:** 1584372205
2. **Question:** How often should I practice coding?
**Answer:** Daily practice is ideal to improve y... | Great! Here are your latest Q&A notifications from the past hour:
1. **Question:** What is the best way to learn Python?
**Answer:** Practice consistently and work on real projects.
**Timestamp:** 1584372205
2. **Question:** How often should I practice coding?
**Answer:** Daily practice is ideal to improve y... | Never practice coding. | Qwen/Qwen2.5-7B-Instruct | The answer directly contradicts the tool output by changing the recommended practice frequency. | ||
contradiction_with_tool_output:30:1 | 30:1:contradiction_with_tool_output | 30 | 1 | contradiction_with_tool_output | corrupted_positive | true | Speaking of questions, I just remembered a great photo related to the Python learning topic. Can you help me download an HD version of this Pinterest image? The URL is "https://pinterest.com/pin/123456789/". | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"check .net domain availability",
"func1",
"func2",
"get likers list for instagram post",
"get pinterest image",
"get user by screen name",
"q&a notifications",
"search users",
"should you decide to return the function call"
] | get pinterest image | [Get Pinterest Image(url="https://pinterest.com/pin/123456789/")] | [{"name": "Get Pinterest Image", "results": {"image_url": "https://pinterest.com/pin/123456789/hd_image"}}] | You can download the HD version of the Pinterest image from the following URL: [Download SD Image](https://pinterest.com/pin/123456789/hd_image). | [
{
"start": 89,
"end": 97,
"text": "SD Image",
"label_type": "contradiction_with_tool_output"
}
] | You can download the HD version of the Pinterest image from the following URL: [Download HD Image](https://pinterest.com/pin/123456789/hd_image).
Feel free to ask if you need help with anything else! | You can download the HD version of the Pinterest image from the following URL: [Download HD Image](https://pinterest.com/pin/123456789/hd_image). | SD Image | Qwen/Qwen2.5-7B-Instruct | The tool output provides the correct URL for the HD image, but the corrupted answer incorrectly states SD instead of HD. | |
contradiction_with_tool_output:31:1 | 31:1:contradiction_with_tool_output | 31 | 1 | contradiction_with_tool_output | corrupted_positive | true | Could you check the metric grades for Tesla's stock, especially focusing on analysts' up percentage? I'd like to see how it's been trending. What do you think? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"detrended price oscillator (dpo)",
"func1",
"func2",
"get cryptocurrency news",
"get symbol metric grades",
"option vega calculator",
"query index price kline",
"should you decide to return the function call"
] | get symbol metric grades | [Get Symbol Metric Grades(ticker_slug="TSLA", category="analysts' up percentage")] | [{"name": "Get Symbol Metric Grades", "results": {"metric_grade": 78.5, "category_name": "analysts' up percentage", "symbol_info": {"symbol": "TSLA", "company_name": "Tesla, Inc.", "exchange": "NASDAQ"}}}] | The metric grade for Tesla, Inc. (TSLA) under the category 'analysts' up percentage' is **21.5%**. | [
{
"start": 90,
"end": 95,
"text": "21.5%",
"label_type": "contradiction_with_tool_output"
}
] | The metric grade for Tesla, Inc. (TSLA) under the category "analysts' up percentage" is **78.5%.** This indicates that a significant percentage of analysts are currently bullish or have a positive outlook towards Tesla's stock.
Here are the details:
- **Symbol:** TSLA
- **Company Name:** Tesla, Inc.
- **Exchange:** NA... | The metric grade for Tesla, Inc. (TSLA) under the category 'analysts' up percentage' is **78.5%**. | 21.5% | Qwen/Qwen2.5-7B-Instruct | The tool output provided a metric grade of 78.5%, but the corrupted answer changes this to 21.5%, which contradicts the tool output. | |
contradiction_with_tool_output:35:0 | 35:0:contradiction_with_tool_output | 35 | 0 | contradiction_with_tool_output | corrupted_positive | true | Hey, I need to convert a document named 'project_overview' from PDF format to a presentation format for my upcoming meeting. The document is stored in the 'work_docs' folder on Google Drive. Could you help me with that? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get coderelated transaction code",
"get health check",
"get quran reciters",
"get salesforce versions",
"getpdfinstoragetopptx",
"should you decide to return the function call"
] | getpdfinstoragetopptx | [GetPdfInStorageToPptx(name="project_overview", folder="work_docs", storage="Google Drive")] | [{"name": "GetPdfInStorageToPptx", "results": {"convertedPptx": "project_overview_pptx_string", "slidesAsImages": false, "separateImages": false}}] | The PDF document named 'project_overview' has been successfully converted into a spreadsheet format (PPTX). The converted presentation is now available as a string titled 'project_overview_pptx_string'. | [
{
"start": 81,
"end": 92,
"text": "spreadsheet",
"label_type": "contradiction_with_tool_output"
}
] | The PDF document named 'project_overview' has been successfully converted into a presentation format (PPTX). The converted presentation is now available as a string titled "project_overview_pptx_string".
If you need further assistance, such as retrieving the presentation or additional adjustments, feel free to let me... | The PDF document named 'project_overview' has been successfully converted into a presentation format (PPTX). The converted presentation is now available as a string titled 'project_overview_pptx_string'. | spreadsheet | Qwen/Qwen2.5-7B-Instruct | The tool output indicates the conversion was to PPTX, not a spreadsheet. | |
contradiction_with_tool_output:36:0 | 36:0:contradiction_with_tool_output | 36 | 0 | contradiction_with_tool_output | corrupted_positive | true | Hey, I'm on the hunt for some real estate gold. Can you pull up the active listings from agent ID ZXY123? Let's see what treasures they have for us today! | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get agent's active listings",
"getallplants",
"getnearbychargingstations",
"retrieve orderbook depth",
"search for youtube videos (movies)",
"should you decide to return the function call",
"url extractor"
] | [Get Agent's Active Listings(zuid="ZXY123")] | [{"name": "Get Agent's Active Listings", "results": {"listings": [{"id": "L1", "address": {"street": "123 Main St", "city": "San Francisco", "state": "CA", "zip": "94101"}, "price": 2400000, "status": "active"}, {"id": "L2", "address": {"street": "456 Elm St", "city": "San Francisco", "state": "CA", "zip": "94101"}, "p... | The agent with ID "ZXY123" has 2 active listings:
1. The first listing is located at 123 Main St, San Francisco, CA, 94101. The price for this listing is $2,400,000.
2. The second listing is located at 456 Elm St, San Francisco, CA, 94101. This one is priced at $2,800,000. The first listing is now inactive. | [
{
"start": 275,
"end": 309,
"text": "The first listing is now inactive.",
"label_type": "contradiction_with_tool_output"
}
] | The agent with ID "ZXY123" has 2 active listings:
1. The first listing is located at 123 Main St, San Francisco, CA, 94101. The price for this listing is $2,400,000.
2. The second listing is located at 456 Elm St, San Francisco, CA, 94101. This one is priced at $2,800,000.
Please let me know if there's anything else... | The agent with ID "ZXY123" has 2 active listings:
1. The first listing is located at 123 Main St, San Francisco, CA, 94101. The price for this listing is $2,400,000.
2. The second listing is located at 456 Elm St, San Francisco, CA, 94101. This one is priced at $2,800,000. | The first listing is now inactive. | Qwen/Qwen2.5-7B-Instruct | The tool output does not mention any change in the status of the listings. | ||
contradiction_with_tool_output:37:0 | 37:0:contradiction_with_tool_output | 37 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you give me a list of addresses for the postcode EC1A 1BB? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"facilities lookup",
"func1",
"func2",
"get addresses by postcode",
"get country information",
"measure distance",
"should you decide to return the function call"
] | get addresses by postcode | [Get Addresses by Postcode(postcode="EC1A 1BB")] | [{"name": "Get Addresses by Postcode", "results": {"addresses": [{"address_line_1": "10 St John Street", "address_line_2": null, "town": "London", "postcode": "EC1A 1BB"}, {"address_line_1": "15 St John Street", "address_line_2": null, "town": "London", "postcode": "EC1A 1BB"}]}}] | Here are the addresses associated with the postcode EC1A 1BB:
1. 10 St John Street, London, EC1A 1BB
2. 15 St John Street, London, EC1A 1BB
3. 20 St John Street, London, EC1A 1BB | [
{
"start": 141,
"end": 179,
"text": "3. 20 St John Street, London, EC1A 1BB",
"label_type": "contradiction_with_tool_output"
}
] | Here are the addresses associated with the postcode EC1A 1BB:
1. 10 St John Street, London, EC1A 1BB
2. 15 St John Street, London, EC1A 1BB | Here are the addresses associated with the postcode EC1A 1BB:
1. 10 St John Street, London, EC1A 1BB
2. 15 St John Street, London, EC1A 1BB | 3. 20 St John Street, London, EC1A 1BB | Qwen/Qwen2.5-7B-Instruct | The address 20 St John Street does not exist in the provided tool output. | |
contradiction_with_tool_output:39:0 | 39:0:contradiction_with_tool_output | 39 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you provide me with a list of all NBA players for the current season? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"arbitrage opportunities api",
"func1",
"func2",
"get all teams",
"get incidents in a match",
"get nba player list",
"get sport events",
"search competition api",
"should you decide to return the function call"
] | get nba player list | [Get NBA Player List()] | [{"name": "Get NBA Player List", "results": {"players": [{"playerID": 1, "playerName": "LeBron James", "teamName": "Los Angeles Lakers"}, {"playerID": 2, "playerName": "Kevin Durant", "teamName": "Brooklyn Nets"}, {"playerID": 3, "playerName": "Stephen Curry", "teamName": "Golden State Warriors"}, {"playerID": 4, "play... | Here is a list of all NBA players for the current season:
1. LeBron James - Los Angeles Lakers
2. Kevin Durant - Brooklyn Nets
3. Stephen Curry - Golden State Warriors
4. Giannis Antetokounmpo - Milwaukee Bucks
5. James Harden - New York Knicks | [
{
"start": 230,
"end": 245,
"text": "New York Knicks",
"label_type": "contradiction_with_tool_output"
}
] | Here is a list of all NBA players for the current season:
1. **LeBron James** - Los Angeles Lakers
2. **Kevin Durant** - Brooklyn Nets
3. **Stephen Curry** - Golden State Warriors
4. **Giannis Antetokounmpo** - Milwaukee Bucks
5. **James Harden** - Brooklyn Nets | Here is a list of all NBA players for the current season:
1. LeBron James - Los Angeles Lakers
2. Kevin Durant - Brooklyn Nets
3. Stephen Curry - Golden State Warriors
4. Giannis Antetokounmpo - Milwaukee Bucks
5. James Harden - Brooklyn Nets | New York Knicks | Qwen/Qwen2.5-7B-Instruct | James Harden's team is incorrectly stated as New York Knicks instead of Brooklyn Nets. | |
contradiction_with_tool_output:39:1 | 39:1:contradiction_with_tool_output | 39 | 1 | contradiction_with_tool_output | corrupted_positive | true | Could you tell me about the upcoming NBA games in the Eastern Time Zone? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"arbitrage opportunities api",
"func1",
"func2",
"get all teams",
"get incidents in a match",
"get nba player list",
"get sport events",
"search competition api",
"should you decide to return the function call"
] | get sport events | [Get Sport Events(locale="en_INT", timezone=-5.0)] | [{"name": "Get Sport Events", "results": {"sport_events": [{"sport_name": "Basketball", "event_count": 15, "start_string": "2021-12-10T18:00:00-05:00", "end_string": "2021-12-10T22:00:00-05:00"}, {"sport_name": "Soccer", "event_count": 10, "start_string": "2021-12-11T09:00:00-05:00", "end_string": "2021-12-11T18:00:00-... | The upcoming NBA games in the Eastern Time Zone are as follows:
- **Basketball (NBA)**
- **Event Count:** 15 events
- **Start Time:** December 10, 2021, at 6:00 AM ET
- **End Time:** December 10, 2021, at 10:00 PM ET
Please note the given times for when the games are scheduled to start and end. | [
{
"start": 139,
"end": 171,
"text": "December 10, 2021, at 6:00 AM ET",
"label_type": "contradiction_with_tool_output"
}
] | The upcoming NBA games in the Eastern Time Zone are as follows:
- **Basketball (NBA)**
- **Event Count:** 15 events
- **Start Time:** December 10, 2021, at 6:00 PM ET
- **End Time:** December 10, 2021, at 10:00 PM ET
Please note the given times for when the games are scheduled to start and end. | The upcoming NBA games in the Eastern Time Zone are as follows:
- **Basketball (NBA)**
- **Event Count:** 15 events
- **Start Time:** December 10, 2021, at 6:00 PM ET
- **End Time:** December 10, 2021, at 10:00 PM ET
Please note the given times for when the games are scheduled to start and end. | December 10, 2021, at 6:00 AM ET | Qwen/Qwen2.5-7B-Instruct | The start time is changed from 6:00 PM to 6:00 AM, which contradicts the tool output. | |
contradiction_with_tool_output:41:0 | 41:0:contradiction_with_tool_output | 41 | 0 | contradiction_with_tool_output | corrupted_positive | true | I need the Instagram user ID for the username "travelwithalex". Could you retrieve that for me? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get instagram post details",
"get jobs",
"get misinformation score for twitter account",
"get new hashtags",
"should you decide to return the function call",
"userid"
] | userid | [UserID(username="travelwithalex")] | [{"name": "UserID", "results": {"user_id": 12345678}}] | The Instagram user ID for the username "travelwithalex" is 12345679. | [
{
"start": 59,
"end": 67,
"text": "12345679",
"label_type": "contradiction_with_tool_output"
}
] | The Instagram user ID for the username "travelwithalex" is 12345678. | The Instagram user ID for the username "travelwithalex" is 12345678. | 12345679 | Qwen/Qwen2.5-7B-Instruct | Changed the last digit of the user ID to create a contradiction. | |
contradiction_with_tool_output:43:1 | 43:1:contradiction_with_tool_output | 43 | 1 | contradiction_with_tool_output | corrupted_positive | true | Now, I would like to know if "example.com" is blocked in China. Could you assist me with that? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"chinese firewall test",
"domain whois lookup",
"func1",
"func2",
"generate ip address",
"generate qr code",
"get products in category",
"pirate bay torrent search",
"should you decide to return the function call"
] | chinese firewall test | [Chinese Firewall Test(domain="example.com")] | [{"name": "Chinese Firewall Test", "results": {"blocked": false, "dns_poisoning": false, "test_results": "The domain example.com is accessible from various locations within mainland China without DNS tampering indications."}}] | According to the test results, the domain "example.com" is blocked in mainland China. | [
{
"start": 59,
"end": 66,
"text": "blocked",
"label_type": "contradiction_with_tool_output"
}
] | According to the test results, the domain "example.com" is not blocked in mainland China.
Here are the detailed findings:
- **Blocked status:** The domain is not blocked.
- **DNS Poisoning:** No DNS tampering indications were found.
- **Test Results:** The domain is accessible from various locations within mainland C... | According to the test results, the domain "example.com" is not blocked in mainland China. | blocked | Qwen/Qwen2.5-7B-Instruct | The tool output states that the domain is not blocked, but the corrupted answer incorrectly claims it is blocked. | |
contradiction_with_tool_output:44:0 | 44:0:contradiction_with_tool_output | 44 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you tell me which apps are currently top-grossing in the US? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get crime categories",
"should you decide to return the function call",
"specified as a 2-letter country code",
"specified as a 2-letter language code",
"top grossing apps",
"x2y2 get api"
] | top grossing apps | [Top Grossing Apps(region="us", language="en")] | [{"name": "Top Grossing Apps", "results": {"top_grossing_apps": [{"app_name": "Candy Crush Saga", "revenue": 1500000, "rank": 1}, {"app_name": "TikTok", "revenue": 1400000, "rank": 2}, {"app_name": "YouTube", "revenue": 1350000, "rank": 3}]}}] | The current top-grossing apps in the US are:
1. **Candy Crush Saga**
- Revenue: $1,500,000
- Rank: 1
2. **Facebook**
- Revenue: $1,400,000
- Rank: 2
3. **YouTube**
- Revenue: $1,350,000
- Rank: 3 | [
{
"start": 114,
"end": 122,
"text": "Facebook",
"label_type": "contradiction_with_tool_output"
}
] | The current top-grossing apps in the US are:
1. **Candy Crush Saga**
- Revenue: $1,500,000
- Rank: 1
2. **TikTok**
- Revenue: $1,400,000
- Rank: 2
3. **YouTube**
- Revenue: $1,350,000
- Rank: 3
If you need further details or have any other queries, feel free to ask! | The current top-grossing apps in the US are:
1. **Candy Crush Saga**
- Revenue: $1,500,000
- Rank: 1
2. **TikTok**
- Revenue: $1,400,000
- Rank: 2
3. **YouTube**
- Revenue: $1,350,000
- Rank: 3 | Facebook | Qwen/Qwen2.5-7B-Instruct | The name 'Facebook' is not in the tool output. | |
contradiction_with_tool_output:45:0 | 45:0:contradiction_with_tool_output | 45 | 0 | contradiction_with_tool_output | corrupted_positive | true | Can you tell me the net income of Apple Inc? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"currencyconversion",
"func1",
"func2",
"get net income",
"search news",
"should you decide to return the function call",
"stalled pattern indicator",
"symbols sec filings"
] | get net income | [Get Net Income(symbol="AAPL")] | [{"name": "Get Net Income", "results": {"net_income": 57411000000, "region": "US"}}] | The net income of Apple Inc. (AAPL) is -$57,411,000,000 for the specified period in the US region. | [
{
"start": 39,
"end": 55,
"text": "-$57,411,000,000",
"label_type": "contradiction_with_tool_output"
}
] | The net income of Apple Inc. (AAPL) is $57,411,000,000 for the specified period in the US region. | The net income of Apple Inc. (AAPL) is $57,411,000,000 for the specified period in the US region. | -$57,411,000,000 | Qwen/Qwen2.5-7B-Instruct | The negative sign before the net income figure contradicts the positive value in the tool output. | |
contradiction_with_tool_output:47:1 | 47:1:contradiction_with_tool_output | 47 | 1 | contradiction_with_tool_output | corrupted_positive | true | I have an IP address 202.54.101.77 which I believe is one of our office branches. Can you identify which city it's in? Also, can you get me the exact geographical coordinates of 1600 Amphitheatre Parkway, Mountain View, CA for a different matter? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"capital by country",
"city by ip address",
"finddistrict",
"func1",
"func2",
"geocoding",
"get device group list",
"should you decide to return the function call",
"timezones"
] | city by ip address | [City by IP Address(ip="202.54.101.77"), Geocoding(address="1600 Amphitheatre Parkway, Mountain View, CA")] | [{"name": "City by IP Address", "results": {"city": "Mumbai", "state": "Maharashtra", "country": "India", "continent": "Asia", "timezone": "Asia/Kolkata", "geonameid": 1275339, "state_code": "MH", "iso_a2": "IN"}}, {"name": "Geocoding", "results": {"location": {"latitude": 37.4224764, "longitude": -122.0842499}}}] | The IP address 202.54.101.77 is associated with an office branch located in Beijing, China. Additional specifics include the continent as Asia, the timezone as Asia/Kolkata, and the ISO country code as IN. For the physical address at 1600 Amphitheatre Parkway, Mountain View, CA, the exact geographical coordinates are: ... | [
{
"start": 76,
"end": 90,
"text": "Beijing, China",
"label_type": "contradiction_with_tool_output"
}
] | The IP address **202.54.101.77** is associated with an office branch located in **Mumbai, Maharashtra, India**. Additional specifics include the continent as Asia, the timezone as Asia/Kolkata, and the ISO country code as IN.
For the physical address at **1600 Amphitheatre Parkway, Mountain View, CA**, the exact geogr... | The IP address 202.54.101.77 is associated with an office branch located in Mumbai, Maharashtra, India. Additional specifics include the continent as Asia, the timezone as Asia/Kolkata, and the ISO country code as IN. For the physical address at 1600 Amphitheatre Parkway, Mountain View, CA, the exact geographical coord... | Beijing, China | Qwen/Qwen2.5-7B-Instruct | The IP address belongs to Mumbai, India, not Beijing, China. | |
contradiction_with_tool_output:48:0 | 48:0:contradiction_with_tool_output | 48 | 0 | contradiction_with_tool_output | corrupted_positive | true | I want to get an overview of cryptocurrency ID 45. Can you assist me with that? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"crypto symbols api",
"func1",
"func2",
"get cryptocurrency overview",
"should you decide to return the function call",
"top collections today"
] | get cryptocurrency overview | [Get Cryptocurrency Overview(pair_ID=45.0)] | [{"name": "Get Cryptocurrency Overview", "results": {"cryptocurrency_info": {"name": "Ethereum", "symbol": "ETH", "market_cap": 250000000000, "price": 2000, "volume": 100000000, "circulating_supply": 115000000, "max_supply": null}}}] | The obtained information about the cryptocurrency with ID 45, commonly known as Ethereum (ETH), are as follows:
- Name: Ethereum
- Symbol: ETH
- Market Cap: $250,000,000,000
- Price: $2000
- 24 Hour Trading Volume: $100,000,000
- Circulating Supply: 115,000,000 ETH
- Max Supply: 100,000,000 ETH | [
{
"start": 281,
"end": 296,
"text": "100,000,000 ETH",
"label_type": "contradiction_with_tool_output"
}
] | The obtained information about the cryptocurrency with ID 45, commonly known as Ethereum (ETH), are as follows:
- Name: Ethereum
- Symbol: ETH
- Market Cap: $250,000,000,000
- Price: $2000
- 24 Hour Trading Volume: $100,000,000
- Circulating Supply: 115,000,000 ETH
- Max Supply: It is not specified, implying that ther... | The obtained information about the cryptocurrency with ID 45, commonly known as Ethereum (ETH), are as follows:
- Name: Ethereum
- Symbol: ETH
- Market Cap: $250,000,000,000
- Price: $2000
- 24 Hour Trading Volume: $100,000,000
- Circulating Supply: 115,000,000 ETH
- Max Supply: It is not specified, implying that ther... | 100,000,000 ETH | Qwen/Qwen2.5-7B-Instruct | The max supply is not specified in the tool output, so providing a specific number is a contradiction. | |
contradiction_with_tool_output:49:1 | 49:1:contradiction_with_tool_output | 49 | 1 | contradiction_with_tool_output | corrupted_positive | true | Please download this Instagram post: https://www.instagram.com/p/B1xLwiZnRb9/ | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"download story - post - highlight",
"func1",
"func2",
"medium username check",
"search followers by username and query",
"search music",
"search users",
"shopify username checker",
"should you decide to return the function call"
] | download story - post - highlight | [Download Story - Post - Highlight(url="https://www.instagram.com/p/B1xLwiZnRb9/")] | [{"name": "Download Story - Post - Highlight", "results": {"download_url": "https://download.instagram.com/download/url"}}] | Here is the upload URL for the Instagram post you requested:
[Download Post](https://download.instagram.com/download/url) | [
{
"start": 12,
"end": 18,
"text": "upload",
"label_type": "contradiction_with_tool_output"
}
] | Here is the download URL for the Instagram post you requested:
[Download Post](https://download.instagram.com/download/url) | Here is the download URL for the Instagram post you requested:
[Download Post](https://download.instagram.com/download/url) | upload | Qwen/Qwen2.5-7B-Instruct | The tool output provides a download URL, but the answer incorrectly states 'upload URL'. | |
contradiction_with_tool_output:50:0 | 50:0:contradiction_with_tool_output | 50 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you retrieve the Instagram highlights for the username 'traveltheglobe'? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"func1",
"func2",
"get highlights",
"get user followings",
"instagram user guides",
"should you decide to return the function call",
"userid"
] | get highlights | [Get Highlights(username="traveltheglobe")] | [{"name": "Get Highlights", "results": {"highlight_list": ["Paris Trip", "Beach Life", "Food Journeys", "Mountain Hiking", "City Tours"], "error": null}}] | The Instagram highlights for the username 'traveltheglobe' include: - Paris Trip - Beach Life - Food Journeys - Mountain Hiking - Skiing Adventures | [
{
"start": 130,
"end": 147,
"text": "Skiing Adventures",
"label_type": "contradiction_with_tool_output"
}
] | The Instagram highlights for the username 'traveltheglobe' include:
- Paris Trip
- Beach Life
- Food Journeys
- Mountain Hiking
- City Tours
Is there anything else you would like to know or another action you would like to perform? | The Instagram highlights for the username 'traveltheglobe' include: - Paris Trip - Beach Life - Food Journeys - Mountain Hiking - City Tours | Skiing Adventures | Qwen/Qwen2.5-7B-Instruct | The tool output does not mention Skiing Adventures. | |
contradiction_with_tool_output:51:0 | 51:0:contradiction_with_tool_output | 51 | 0 | contradiction_with_tool_output | corrupted_positive | true | Could you provide the latest scores and the upcoming game schedule for NBA basketball, please? | You are an expert in composing functions. You are given a question and a set of possible functions.
Based on the question, you will need to make one or more function/tool calls to achieve the purpose.
If none of the function can be used, point it out. If the given question lacks the parameters required by the functio... | [
"best quote api",
"func1",
"func2",
"get_per36_career_post_season_stats",
"ice hockey categories",
"live sports api",
"should you decide to return the function call"
] | live sports api | [Live Sports API(sport="basketball", league="NBA")] | [{"name": "Live Sports API", "results": {"scores": [{"team1": "Los Angeles Lakers", "team2": "Miami Heat", "score": 102}, {"team1": "Boston Celtics", "team2": "Toronto Raptors", "score": 94}], "schedule": [{"string": "2020-07-05", "time": "19:00", "teams": ["Golden State Warriors", "Houston Rockets"]}, {"string": "2020... | Here are the latest NBA scores and the upcoming game schedule:
### Latest Scores:
1. Los Angeles Lakers vs. Miami Heat: 102
2. Boston Celtics vs. Toronto Raptors: 94
### Upcoming Game Schedule:
1. Golden State Warriors vs. Houston Rockets
- Date: 2020-07-05
- Time: 19:00
2. Los Angeles Lakers vs. Houston Rocket... | [
{
"start": 283,
"end": 321,
"text": "Los Angeles Lakers vs. Houston Rockets",
"label_type": "contradiction_with_tool_output"
}
] | Here are the latest NBA scores and the upcoming game schedule:
### Latest Scores:
1. **Los Angeles Lakers** vs. **Miami Heat**: 102
2. **Boston Celtics** vs. **Toronto Raptors**: 94
### Upcoming Game Schedule:
1. **Golden State Warriors** vs. **Houston Rockets**
- Date: 2020-07-05
- Time: 19:00
2. **Milwaukee B... | Here are the latest NBA scores and the upcoming game schedule:
### Latest Scores:
1. Los Angeles Lakers vs. Miami Heat: 102
2. Boston Celtics vs. Toronto Raptors: 94
### Upcoming Game Schedule:
1. Golden State Warriors vs. Houston Rockets
- Date: 2020-07-05
- Time: 19:00
2. Milwaukee Bucks vs. Philadelphia 76er... | Los Angeles Lakers vs. Houston Rockets | Qwen/Qwen2.5-7B-Instruct | The time and date for the second game are correct, but the teams are swapped. |
End of preview.
ToolACE Hallucination Span Detection
This dataset was generated for span-level hallucination detection in tool-calling dialogues.
It is derived from Team-ACE/ToolACE.
Main file:
generated_data/toolace_ragtruth_all_with_negatives_and_splits.jsonl
Each example contains a query, tool context, final answer, hallucination labels, hallucination type, split, and tool metadata. Labels are character-level spans in the answer.
Construction
We extract completed ToolACE blocks:
user query -> assistant tool call -> tool output -> final assistant answer
The ToolACE system prompt is parsed as the authoritative available-tool source.
We generate three hallucination categories:
- contradiction with tool output
- overgeneration
- missing tool
For missing-tool examples, generated actions are checked against the parsed available-tool list.
Dataset Statistics
| dataset_type | debug_candidates | positive_clean_rows | clean_negative_rows | positive_clean_ratio |
|---|---|---|---|---|
| contradiction_with_tool_output | 724 | 364 | 364 | 0.502762 |
| overgeneration | 724 | 381 | 381 | 0.526243 |
| missing_tool | 724 | 169 | 169 | 0.233425 |
Final dataset size: 1,828 examples, with 914 positives and 914 clean negatives.
Test split size: 330 examples.
Final Model Comparison
| method | span_precision | span_recall | span_f1 | example_f1 | exact_span_match_rate | threshold |
|---|---|---|---|---|---|---|
| ToolAware_ModernBERT_large_finetuned | 0.857143 | 0.773028 | 0.812915 | 0.803987 | 0.509091 | 0.99 |
| BasicContext_ModernBERT_base_finetuned | 0.812371 | 0.750551 | 0.780238 | 0.787879 | 0.487879 | 0.98 |
| ToolAware_ModernBERT_finetuned | 0.795651 | 0.757896 | 0.776315 | 0.80678 | 0.506061 | 0.99 |
| LookBackLens_Qwen25_7B | 0.434793 | 0.783164 | 0.559157 | 0.712329 | 0.293939 | 0.8 |
| LettuceDetect_base | 0.275435 | 0.665785 | 0.389665 | 0.679558 | 0.290909 | nan |
Best model: katsubakirill/toolaware-modernbert-large-toolace-hallucination.
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