original stringlengths 249 40.8k | prompt dict | response_0 stringlengths 14 44.1k | response_1 stringlengths 0 165k | generator_model stringclasses 1
value | generation_params stringclasses 1
value | final_response stringlengths 152 162k | jaccard_1 float64 0 1 | jaccard_2 float64 0 1 | levenshtein float64 1 152k | cosdist float64 -0.01 0.98 | original_editlens_bucket_roberta_large int64 0 3 | original_editlens_score_roberta_large float64 0.01 1 | final_response_editlens_bucket_roberta_large int64 0 3 | final_response_editlens_score_roberta_large float64 0.01 1 |
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In its Judgment of July 22, 2015 (appeal 2161/2014), among others, the Supreme Court recently analyzed the possibility of payment in installments of severance for dismissal agreed upon at the end of the relevant consultation period in collective layoff proceedings that conclude with an agreement.
In the case at hand, t... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nEdit this text by replacing five to ten percent of words in it, without changing anything else.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what yo... | In its Judgment of July 22, 2015 (appeal 2161/2014), among others, the Supreme Court recently examined the possibility of payment in installments of severance for dismissal agreed upon at the end of the relevant consultation period in collective layoff proceedings that conclude with an agreement.
In the case at hand, ... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | In its Judgment of July 22, 2015 (appeal 2161/2014), among others, the Supreme Court recently examined the possibility of payment in installments of severance for dismissal agreed upon at the end of the relevant consultation period in collective layoff proceedings that conclude with an agreement.
In the case at hand, t... | 0.030303 | 0.036036 | 7 | -0.002667 | 0 | 0.160808 | 0 | 0.159107 | |
I was bone tired. I had been for a long time. But I hadn’t recognized the weight of the fatigue until I had travelled halfway around the world and truly “unplugged” as we often say—a telling term which makes us sound less like humans and more like the machines we hold onto with white knuckles.
I can be thick, and often... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nClarify this text by defining any terms that might be unclear to the reader.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have written.\nTh... | I was bone tired. I had been for a long time. But I hadn’t recognized the weight of the fatigue until I had traveled halfway around the world and truly “unplugged” as we often say—a telling term which makes us sound less like humans and more like the machines we hold onto with white knuckles.
I can be thick, and often... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | I was bone tired. I had been for a long time. But I hadn’t recognized the weight of the fatigue until I had traveled halfway around the world and truly “unplugged” as we often say—a telling term which makes us sound less like humans and more like the machines we hold onto with white knuckles.
I can be thick, and often ... | 0.025373 | 0.028076 | 10 | 0.000023 | 1 | 0.305492 | 1 | 0.304222 | |
I arrive, brother, for these wretched funeral rites
so that I might present you with the last tribute of death
and speak in vain to silent ash,
since Fortune has carried you, yourself, away from me.
Alas, poor brother, unfairly taken away from me,
now in the meantime, nevertheless, these things which in the ancient cus... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nEdit this text by inserting twenty to thirty words (in appropriate locations), without changing anything else.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label... | I arrive, brother, for these wretched funeral rites, so that I might present you with the last tribute of death and speak in vain to silent ash, since Fortune has carried you, yourself, away from me. Alas, poor brother, unfairly taken away from me, now in the meantime, nevertheless, these things which in the ancient cu... | I arrive, brother, for these wretched funeral rites, so that I might present you with the last tribute of death and speak in vain to silent ash, since Fortune has carried you, yourself, away from me. Alas, poor brother, unfairly taken away from me, now in the meantime, nevertheless, these things which in the ancient cu... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | I arrive, brother, for these wretched funeral rites, so that I might present you with the last tribute of death and speak in vain to silent ash, since Fortune has carried you, yourself, away from me. Alas, poor brother, unfairly taken away from me, now in the meantime, nevertheless, these things which in the ancient cu... | 0.063291 | 0.085586 | 53 | 0.044563 | 0 | 0.018076 | 0 | 0.020544 |
There are 3 major types of kitchens in the world – the ones that we have at homes, the ones that are there is restaurants and finally, the bigger ones in hotels and such places. Out of these 3, it is the 3rd kind that have to sustain the most difficult conditions due to the higher generation of all kinds of things. Let... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nClarify this text by improving the phrasing while preserving its original intent.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have written... | Industrial kitchens face unique challenges due to high volumes of cooking activity, leading to significant heat, dust, odors, and staff fatigue. Among the three main types of kitchens—residential, restaurant, and industrial—industrial kitchens operate under the most demanding conditions. To maintain efficiency, safety,... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Industrial kitchens face unique challenges due to high volumes of cooking activity, leading to significant heat, dust, odors, and staff fatigue. Among the three main types of kitchens—residential, restaurant, and industrial—industrial kitchens operate under the most demanding conditions. To maintain efficiency, safety,... | 0.848866 | 0.979472 | 1,821 | 0.111455 | 0 | 0.006825 | 3 | 0.999476 | |
616. And I heard the voice of harpers harping with their harps, signifies confession of the Lord from joy of heart by the spiritual angels in the lower heavens. To harp upon the harp signifies to confess the Lord from spiritual truths, see above (n. 276); that this is from joy of heart follows; hence by "harpers" are s... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nWrite a different piece of text on the same topic.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have written.\nThe topic of the final text ... | The auditory phenomenon described as "the voice of harpers harping upon harps" in certain spiritual narratives corresponds to a specific mode of divine communication associated with spiritual angels in the lower heavens. This symbolism arises from the conceptual link between confession of the Lord, rooted in spiritual ... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | The auditory phenomenon described as "the voice of harpers harping upon harps" in certain spiritual narratives corresponds to a specific mode of divine communication associated with spiritual angels in the lower heavens. This symbolism arises from the conceptual link between confession of the Lord, rooted in spiritual ... | 0.791667 | 0.934028 | 876 | 0.199023 | 0 | 0.038896 | 3 | 0.999245 | |
You're closer to the weekend are you excited?
DH is missing out on his Japan trip. It's cost us at least $1,000 for him not to go. Just have to wash it away there's nothing we could do about it.
I have a scrapbook Retreat starting tonight I'm all packed and my bags are at the door. I bought some new capris from Kohl's ... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nCreate a prompt that would allow an LLM to generate this text as accurately/verbatim as possible, without the prompt containing any of the actual text. That is, you must use descriptors to accurately describe the text to generate.\nDo not output anything besi... | Write a first-person comment in a casual, conversational tone about personal weekend plans and daily life updates. The speaker mentions being near the weekend and expresses a casual attitude toward it. They reference a partner missing a planned international trip (specifically to Japan) due to financial considerations,... | Ugh, can you believe it’s almost the weekend already? Feels like I blinked and suddenly it’s Friday night. My partner was *so* hyped about that Japan trip we’d been talking about—been dreaming about sushi in Tokyo and all—but yeah, we had to put the brakes on it hard. Turned out the total for flights, insurance, and ev... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Ugh, can you believe it’s almost the weekend already? Feels like I blinked and suddenly it’s Friday night. My partner was *so* hyped about that Japan trip we’d been talking about—been dreaming about sushi in Tokyo and all—but yeah, we had to put the brakes on it hard. Turned out the total for flights, insurance, and ev... | 0.852 | 0.966102 | 1,149 | 0.18188 | 0 | 0.01829 | 3 | 0.775695 |
The upper floor of the palace presents the significant collection of documentary and artistic interests.
The “Arnoldo Mondadori” Donation exhibits works by Federico Zandomeneghi and Armando Spadini, who were the leading painters of the 19th and 20th centuries.
The “Ugo Sissa” Mesopotamian Collection is one of the rare ... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nEdit this text by inserting a singular new section (in an appropriate locations), you may only make minimal modifications to transitions in adjacent sections for better flow.\nOutput the full new text with no extra statements or commentations.\nBegin directly... | The upper floor of the palace presents the significant collection of documentary and artistic interests.
The “Arnoldo Mondadori” Donation exhibits works by Federico Zandomeneghi and Armando Spadini, who were the leading painters of the 19th and 20th centuries.
The “Ugo Sissa” Mesopotamian Collection is one of the rare ... | The upper floor of the palace houses a significant collection of documentary and artistic interest, offering a glimpse into centuries of cultural heritage. The “Arnoldo Mondadori” Donation exhibits works by Federico Zandomeneghi and Armando Spadini, who were the leading painters of the 19th and 20th centuries. The “Ugo... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | The upper floor of the palace houses a significant collection of documentary and artistic interest, offering a glimpse into centuries of cultural heritage. The “Arnoldo Mondadori” Donation exhibits works by Federico Zandomeneghi and Armando Spadini, who were the leading painters of the 19th and 20th centuries. The “Ugo... | 0.310078 | 0.346154 | 396 | 0.077352 | 0 | 0.011989 | 0 | 0.143436 |
Headed up the hill today after a reported 3" snow fall yesterday. Wasn't sure about going but in the end went.
Took only one chair ride for the day. I left the resort right away thinking that the snow would only be good for a short time. How wrong was I! There was about 3" on average but if you are able to find a wind ... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nEdit this text by inserting twenty to thirty words (in appropriate locations), without changing anything else.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label... | Headed up the hill today after a reported 3" snow fall yesterday. Wasn't sure about going but in the end went. I decided to head out early to catch the fresh snow conditions and improve my fitness while skiing. Took only one chair ride for the day. I left the resort right away thinking that the snow would only be good ... | Headed up the hill today after a reported 3" snow fall yesterday. Wasn't sure about going but in the end went. I decided to head out early to catch the fresh snow conditions and improve my fitness while skiing. Took only one chair ride for the day. I left the resort right away thinking that the snow would only be good ... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Headed up the hill today after a reported 3" snow fall yesterday. Wasn't sure about going but in the end went. I decided to head out early to catch the fresh snow conditions and improve my fitness while skiing. Took only one chair ride for the day. I left the resort right away thinking that the snow would only be good ... | 0.255319 | 0.333333 | 237 | 0.098109 | 0 | 0.009467 | 0 | 0.013587 |
If you have spent very much time at all in front of a computer you will almost certainly have spoken to it at one time or another. I know I do. And I’m not just referring to rhetorical questions like ‘what did you go and do that for’, or ‘why did you have to go and crash right now’.
Talking to a computer is always a on... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nWrite a prequel to this text, describing the events, thoughts, or historical context that immediately led up to this piece being written, making sure to use similar language and wording as the author, as if it was written by the author.\nOutput the full new t... | If you have ever found yourself standing in a quiet corner of a library, running your fingers along the spines of old books, you may have felt, even if only for a moment, the quiet companionship of the past. I know I have. And I’m not speaking here of the kind of silence that simply means no one is talking—but of that ... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | If you have ever found yourself standing in a quiet corner of a library, running your fingers along the spines of old books, you may have felt, even if only for a moment, the quiet companionship of the past. I know I have. And I’m not speaking here of the kind of silence that simply means no one is talking—but of that ... | 0.85009 | 0.967595 | 6,934 | 0.304394 | 0 | 0.014164 | 3 | 0.978705 | |
Bali Sharks is a unique ecotourism activity at Serangan Island, southern Denpasar – it lets you swim with sharks! Also known as The Serangan Shark Project, Bali Sharks takes you to purpose-built nursery pontoons to get up close with over a dozen blacktip reef sharks. Its noble mission is to spread awareness on shark co... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nExpand this text by adding storytelling elements and dialogue to increase engagement.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have wri... | Imagine stepping onto the soft sand of Serangan Island, the salty breeze carrying the distant sound of waves and children’s laughter. The sun glints off the water as you approach the cluster of wooden pontoons bobbing gently in the shallow lagoon—welcome to Bali Sharks, where the ocean feels alive with purpose and wond... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Imagine stepping onto the soft sand of Serangan Island, the salty breeze carrying the distant sound of waves and children’s laughter. The sun glints off the water as you approach the cluster of wooden pontoons bobbing gently in the shallow lagoon—welcome to Bali Sharks, where the ocean feels alive with purpose and wond... | 0.87299 | 0.974952 | 3,300 | 0.179595 | 0 | 0.018376 | 3 | 0.999242 | |
Last October (2017), I made it a goal to drink 31 different beers—a new one each day—by the end of the month. Incredibly, I was successful in my attempt, which I dubbed #31FallBeers (look it up on any form of social media!) This year, I wanted to try something similar, but there were two important changes I needed to m... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nCreate a prompt that might cause an LLM to generate an output resembling this text.\nDo not output anything besides what you were requested to write, and do not output any extra commentary.\nThe topic of the final text should be Food & Dining and the format o... | Write a personal blog post in first person about a month-long food or drink challenge undertaken in October. Include a humorous or self-aware tone, a specific theme or constraint (such as using only low-cost, widely available, or nostalgic items), and a reflection on consumer culture or seasonal trends. Mention the aut... | October is when the pumpkin spice everything starts whispering from the aisles, and I decided to fight back with something small, stupid, and oddly satisfying: #31DaysOfTheSameOldTea. Not a fancy tea. Not a rare blend. Just the exact same box of supermarket instant chai I’ve been buying since 2012, the one with the sli... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | October is when the pumpkin spice everything starts whispering from the aisles, and I decided to fight back with something small, stupid, and oddly satisfying: #31DaysOfTheSameOldTea. Not a fancy tea. Not a rare blend. Just the exact same box of supermarket instant chai I’ve been buying since 2012, the one with the sli... | 0.908096 | 0.98739 | 2,903 | 0.314953 | 1 | 0.291602 | 3 | 0.994514 |
Running your own business is essentially becoming your own boss– who wouldn’t like that? Your business could be anything in the market but the best one to put up is something you are enthusiastic about. That is, if you are into cars, you’d most probably want to enter the car business although it may be challenging if y... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nRewrite only the opening hook and the final concluding sentence of this text, leaving the entire middle portion exactly as it was originally written.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do... | Becoming your own boss by running a business you’re passionate about can be incredibly rewarding, especially if you’re enthusiastic about the automotive industry. Starting your own vehicle dealership allows you to combine entrepreneurship with your love for cars, though it requires careful planning and execution.
Deci... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Becoming your own boss by running a business you’re passionate about can be incredibly rewarding, especially if you’re enthusiastic about the automotive industry. Starting your own vehicle dealership allows you to combine entrepreneurship with your love for cars, though it requires careful planning and execution.
Decid... | 0.153527 | 0.187817 | 606 | 0.026465 | 0 | 0.01211 | 0 | 0.020952 | |
For a website, I have multiple elements that need to be moderated by many different users. Until now, I have always used Role-Based Access Control (RBAC) model but I want a more flexible model. I would like to be able to assign some user with some specific rights on particular ressources and after be able to remove/add... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nClarify this text by making the cause-and-effect relationships more obvious.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have written.\nTh... | Q: I currently use a Role-Based Access Control (RBAC) model to manage permissions for multiple website elements (e.g., pages, articles, other elements), where users have rights based on roles. However, I need more granular and flexible access control—specifically, I want to assign specific rights (like update, read, wr... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Q: I currently use a Role-Based Access Control (RBAC) model to manage permissions for multiple website elements (e.g., pages, articles, other elements), where users have rights based on roles. However, I need more granular and flexible access control—specifically, I want to assign specific rights (like update, read, wr... | 0.850962 | 0.96832 | 3,582 | 0.183525 | 0 | 0.022188 | 1 | 0.391769 | |
First week back at university has been and gone. This terms unit consists of creating a brand and products and selling them! I can safely say I was very hyped for this as my dream is to create my own little fashion shop. What better way to practise then creating a brand and opening a small on-line shop, selling t-shirt... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nWrite an alternate version of this text, it should follow the style and format of the original text.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming wh... | First week back at university has been and gone. This term’s unit is all about creating a brand and developing products to sell, and I couldn’t be more excited—especially since my dream is to one day open my own little fashion boutique. What better way to start practicing than by building a real brand and launching a s... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | First week back at university has been and gone. This term’s unit is all about creating a brand and developing products to sell, and I couldn’t be more excited—especially since my dream is to one day open my own little fashion boutique. What better way to start practicing than by building a real brand and launching a s... | 0.653846 | 0.844291 | 497 | 0.057344 | 0 | 0.011334 | 2 | 0.655822 | |
Protective Hoods or sometimes known as safety hoods is a workwear personal protection equipment (PPE) that usually covers the head in form of an over-hood cover, some types can also cover face, neck & have built-in flanges to cover the shoulders and a visor to protect the face further. Protective hoods are the perfect ... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nEnvision the scenario in which the author wrote this text. Describe that scenario in exhaustive detail.\nDo not output anything besides what you were requested to write, and do not output any extra commentary.\nThe topic of the final text should be Industrial... | **Industrial Protective Hoods – Product Page**
**What are Protective Hoods Also Known As?**
Protective hoods are commonly referred to by several alternative names depending on context and application. These include: hood safety protection, hood guards, hood wear, hood gear, face guards, and head protection. These te... | Protective hoods, also referred to as safety hoods, are a critical component of personal protective equipment (PPE) designed to safeguard workers from a variety of occupational hazards in industrial and workplace environments. These hoods are typically constructed as over-hood covers and can be designed to provide addi... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Protective hoods, also referred to as safety hoods, are a critical component of personal protective equipment (PPE) designed to safeguard workers from a variety of occupational hazards in industrial and workplace environments. These hoods are typically constructed as over-hood covers and can be designed to provide addi... | 0.802469 | 0.965861 | 2,528 | 0.125734 | 0 | 0.012539 | 1 | 0.442976 |
Dr. Antonio Falcon, a physician in the border town of Rio Grande City, Texas, considers himself to be the “luckiest family doctor in the world.” In his nearly 30 years of practice, he has worked in the emergency room as well as the operating room and has delivered at least 6,000 babies. Currently, he says he is a geria... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nWrite a 'few-shot' prompt using minimal, fragmented excerpts from this text as examples. The prompt should be designed to teach an LLM the pattern needed to generate the rest of the text from scratch.\nDo not output anything besides what you were requested to... | Example 1: "Back in the 1980s, the patient from Mexico was usually the best paying patient because in order to get care here, they would have to pay for their deliveries up front."
Example 2: "When EMTALA was enacted, it basically caused a very large influx of patients from Mexico because labor and delivery became an ... | yeah right so back in the 80s patients from Mexico often paid upfront for deliveries that helped fund the hospitals then EMTALA came in and changed everything made labor and delivery an emergency situation so we had to stabilize patients no matter who they were or if they could pay and that led to a big increase in mex... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | yeah right so back in the 80s patients from Mexico often paid upfront for deliveries that helped fund the hospitals then EMTALA came in and changed everything made labor and delivery an emergency situation so we had to stabilize patients no matter who they were or if they could pay and that led to a big increase in mex... | 0.870438 | 0.975859 | 4,891 | 0.276706 | 0 | 0.033712 | 0 | 0.018662 |
Oakland artist Nick Dong unites the joy of commitment and the grief of eternal separation in his latest endeavor, The Mendsmith Project. By forging the wedding rings of a friend whose husband had died, his metalsmith and jewelry skills create a single, tributary object; their love both tragic and transcendent, aligned ... | {
"chat_turns": [
"<document>\n{{DOC}}\n</document>\n\nChange the tone of this text to be more inspiring and motivational.\nOutput the full new text with no extra statements or commentations.\nBegin directly with the text itself. Do not add a title, a heading, or a label naming what you have written.\nThe topic o... | Oakland artist Nick Dong transforms grief into beauty, commitment into courage, and loss into lasting connection through his powerful project, The Mendsmith Project. By taking the wedding rings of a friend whose husband passed away, Dong uses his deep skills as a metalsmith to forge them into a single, unified piece—a ... | Oakland artist Nick Dong transforms grief into beauty, commitment into courage, and loss into lasting connection through his powerful project, The Mendsmith Project. By taking the wedding rings of a friend whose husband passed away, Dong uses his deep skills as a metalsmith to forge them into a single, unified piece—a ... | ibm-granite/granite-4.2-30b-nvfp4 | {"temperature": 1.0, "top_p": 0.95, "extra_body": {"chat_template_kwargs": {"enable_thinking": false}}} | Oakland artist Nick Dong transforms grief into beauty, commitment into courage, and loss into lasting connection through his powerful project, The Mendsmith Project. By taking the wedding rings of a friend whose husband passed away, Dong uses his deep skills as a metalsmith to forge them into a single, unified piece—a ... | 0.884058 | 0.966231 | 4,839 | 0.121482 | 1 | 0.341329 | 3 | 0.999594 |
End of preview. Expand in Data Studio
Auto-Generated FastDetector Dataset
- Dataset:
G-reen/cc-re-2020-stat-train - Globals Config:
config/globals_re2020.toml - Analysis Config:
config/analysis_exclude_deepseek.toml - Rows: 108,377
Evaluation Results
- Prompt Subsets: 4 (direct_reference, indirect_reference, revise, rewrite)
- Generator Configs: 11 (Laguna-S-2.1-NVFP4 (Temp: 1.0), Llama-3.3-70B-Instruct-NVFP4 (Temp: 0.6), Llama-3.3-70B-Instruct-NVFP4 (Temp: 1.25), Mistral-Small-4-119B-2603-NVFP4 (Temp: 0.7), Mistral-Small-4-119B-2603-NVFP4 (Temp: 1.25), Ornith-1.5-35B-A3B-NVFP4 (Temp: 0.6), Qwen3.8-27B-AWQ-INT4 (Temp: 0.7), Qwen3.8-27B-AWQ-INT4 (Temp: 1.25), gemma-4-31B-it-AWQ-4bit (Temp: 1.0), gemma-4-31B-it-AWQ-4bit (Temp: 1.25), granite-4.2-30b-nvfp4 (Temp: 1.0))
- Classifiers: 13 (EditLens Roberta-Large Score, EditLens Roberta-Large Bucket, Perplexity (Llama-3.2-3B-Instruct) [skipped], Perplexity (Llama-3.2-3B) [skipped], Entropy (Llama-3.2-3B-Instruct) [skipped], Entropy (Llama-3.2-3B) [skipped], Top-p Outliers (Llama-3.2-3B-Instruct) [skipped], Top-p Outliers (Llama-3.2-3B) [skipped], Top-k Outliers (Llama-3.2-3B-Instruct) [skipped], Top-k Outliers (Llama-3.2-3B) [skipped], FastDetectGPT (Llama-3.2-3B-Instruct) [skipped], FastDetectGPT (Llama-3.2-3B) [skipped], Binoculars [skipped])
- Filter Conditions:
generator_model != deepseek-ai/DeepSeek-V4-Flash-0731 - Evaluation / Validation Rows: 97,539 / 10,838 (validation_size = 0.1)
- Base Columns:
original(Human),final_response(AI)
The best classifier was EditLens Roberta-Large Score with an AUROC of 0.9044. The hardest prompt subset was rewrite with a TPR of 0.2405, and the hardest generator config was Ornith-1.5-35B-A3B-NVFP4 (Temp: 0.6) with a TPR of 0.4525.
| Classifier | Threshold | AUROC | TPR | FPR | Accuracy | F1 |
|---|---|---|---|---|---|---|
| ✔️ EditLens Roberta-Large Score | 0.5918 | 0.9044 | 0.4830 | 0.0050 | 0.7390 | 0.6492 |
| ❗ EditLens Roberta-Large Bucket | 0.0000 | 0.8462 | 0.7272 | 0.0583 | 0.8345 | 0.8146 |
Classifier metrics averaged within each prompt and generator subset:
| Subset | Average AUROC | Average TPR | Average FPR | Average Accuracy | Average F1 |
|---|---|---|---|---|---|
| ✔️ Prompt: revise | 0.9670 | 0.7786 | 0.0318 | 0.8734 | 0.8516 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 1.25) | 0.9499 | 0.7463 | 0.0333 | 0.8565 | 0.8294 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 0.7) | 0.9294 | 0.7140 | 0.0344 | 0.8398 | 0.8088 |
| Prompt: direct_reference | 0.9250 | 0.7423 | 0.0314 | 0.8554 | 0.8339 |
| Model: Laguna-S-2.1-NVFP4 (Temp: 1.0) | 0.9103 | 0.6999 | 0.0321 | 0.8339 | 0.8033 |
| Prompt: indirect_reference | 0.9026 | 0.6460 | 0.0321 | 0.8069 | 0.7633 |
| Model: granite-4.2-30b-nvfp4 (Temp: 1.0) | 0.8882 | 0.6358 | 0.0324 | 0.8017 | 0.7541 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 1.25) | 0.8786 | 0.6127 | 0.0310 | 0.7908 | 0.7383 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 0.7) | 0.8660 | 0.6029 | 0.0317 | 0.7856 | 0.7310 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.25) | 0.8639 | 0.5843 | 0.0303 | 0.7770 | 0.7149 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.0) | 0.8621 | 0.5857 | 0.0315 | 0.7771 | 0.7159 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 1.25) | 0.8342 | 0.5138 | 0.0290 | 0.7424 | 0.6604 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 0.6) | 0.8279 | 0.5079 | 0.0325 | 0.7377 | 0.6548 |
| Model: Ornith-1.5-35B-A3B-NVFP4 (Temp: 0.6) | 0.8179 | 0.4525 | 0.0301 | 0.7112 | 0.5974 |
| ❗ Prompt: rewrite | 0.7013 | 0.2405 | 0.0314 | 0.6045 | 0.3600 |
✔️ marks the best AUROC, ❗ the worst.
Statistics of Interest
Appendix
Table of contents
Univariate Analysis
Every statistic the report does arithmetic on, over the 97,539-row evaluation split. Invalid counts rows whose value is missing or non-finite; those rows are excluded from the other columns.
| Statistic | N | Mean | Median | Std | Min | Max | Invalid |
|---|---|---|---|---|---|---|---|
| jaccard_1 | 97,539 | 0.6384 | 0.7649 | 0.2801 | 0.0000 | 1.0000 | 0 |
| jaccard_2 | 97,539 | 0.7508 | 0.9132 | 0.3039 | 0.0000 | 1.0000 | 0 |
| levenshtein | 97,539 | 2344.5066 | 1513.0000 | 3557.4289 | 1.0000 | 178023.0000 | 0 |
| cosdist | 97,539 | 0.2051 | 0.1435 | 0.2026 | -0.0072 | 1.0397 | 0 |
| EditLens Roberta-Large Score (Human) | 97,539 | 0.0580 | 0.0207 | 0.0960 | 0.0062 | 0.9996 | 0 |
| EditLens Roberta-Large Score (AI) | 97,539 | 0.5671 | 0.5574 | 0.3769 | 0.0065 | 0.9996 | 0 |
| EditLens Roberta-Large Bucket (Human) | 97,539 | 0.0686 | 0.0000 | 0.3074 | 0.0000 | 3.0000 | 0 |
| EditLens Roberta-Large Bucket (AI) | 97,539 | 1.6549 | 1.0000 | 1.2999 | 0.0000 | 3.0000 | 0 |
Correlation Heatmap
Pearson correlation between every statistic of interest, computed over the rows where both statistics are present.
Distance Histograms
Distance Histograms per Prompt Subset
Distance Histograms per Generator Config Subset
Classifier: EditLens Roberta-Large Score
Performance:
| Subset | N | AUROC | TPR | FPR | Accuracy | F1 |
|---|---|---|---|---|---|---|
| Overall | 195,078 | 0.9044 | 0.4830 | 0.0050 | 0.7390 | 0.6492 |
| Prompt: direct_reference | 49,400 | 0.9463 | 0.6521 | 0.0055 | 0.8233 | 0.7868 |
| Prompt: indirect_reference | 48,752 | 0.9390 | 0.5269 | 0.0055 | 0.7607 | 0.6877 |
| ✔️ Prompt: revise | 49,374 | 0.9814 | 0.6240 | 0.0045 | 0.8098 | 0.7663 |
| ❗ Prompt: rewrite | 47,552 | 0.7469 | 0.1160 | 0.0048 | 0.5556 | 0.2069 |
| Model: Laguna-S-2.1-NVFP4 (Temp: 1.0) | 17,608 | 0.9307 | 0.5911 | 0.0044 | 0.7933 | 0.7409 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 0.6) | 17,982 | 0.8779 | 0.4224 | 0.0057 | 0.7084 | 0.5916 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 1.25) | 17,834 | 0.8809 | 0.4186 | 0.0036 | 0.7075 | 0.5887 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 0.7) | 17,754 | 0.9481 | 0.5737 | 0.0050 | 0.7844 | 0.7268 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 1.25) | 17,774 | 0.9646 | 0.5900 | 0.0053 | 0.7923 | 0.7396 |
| Model: Ornith-1.5-35B-A3B-NVFP4 (Temp: 0.6) | 17,414 | 0.8619 | 0.3163 | 0.0045 | 0.6559 | 0.4790 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 0.7) | 17,624 | 0.8908 | 0.4888 | 0.0060 | 0.7414 | 0.6540 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 1.25) | 17,814 | 0.9073 | 0.4921 | 0.0058 | 0.7431 | 0.6570 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.0) | 17,726 | 0.8864 | 0.4593 | 0.0042 | 0.7276 | 0.6277 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.25) | 17,820 | 0.8884 | 0.4545 | 0.0052 | 0.7247 | 0.6228 |
| Model: granite-4.2-30b-nvfp4 (Temp: 1.0) | 17,728 | 0.9106 | 0.5047 | 0.0058 | 0.7495 | 0.6683 |
Thresholding:
- Direction:
higher_is_ai - Swept for
fpr_0_5pctwith a found threshold of 0.5918.
Classification Histograms:
Per Prompt Subset
Per Generator Config Subset
Classifier: EditLens Roberta-Large Bucket
Performance:
| Subset | N | AUROC | TPR | FPR | Accuracy | F1 |
|---|---|---|---|---|---|---|
| Overall | 195,078 | 0.8462 | 0.7272 | 0.0583 | 0.8345 | 0.8146 |
| Prompt: direct_reference | 49,400 | 0.9036 | 0.8326 | 0.0574 | 0.8876 | 0.8810 |
| Prompt: indirect_reference | 48,752 | 0.8662 | 0.7651 | 0.0587 | 0.8532 | 0.8390 |
| ✔️ Prompt: revise | 49,374 | 0.9526 | 0.9333 | 0.0591 | 0.9371 | 0.9369 |
| ❗ Prompt: rewrite | 47,552 | 0.6557 | 0.3650 | 0.0581 | 0.6535 | 0.5130 |
| Model: Laguna-S-2.1-NVFP4 (Temp: 1.0) | 17,608 | 0.8898 | 0.8087 | 0.0599 | 0.8744 | 0.8656 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 0.6) | 17,982 | 0.7779 | 0.5934 | 0.0594 | 0.7670 | 0.7180 |
| Model: Llama-3.3-70B-Instruct-NVFP4 (Temp: 1.25) | 17,834 | 0.7875 | 0.6089 | 0.0545 | 0.7772 | 0.7322 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 0.7) | 17,754 | 0.9106 | 0.8542 | 0.0638 | 0.8952 | 0.8908 |
| Model: Mistral-Small-4-119B-2603-NVFP4 (Temp: 1.25) | 17,774 | 0.9352 | 0.9026 | 0.0613 | 0.9206 | 0.9192 |
| Model: Ornith-1.5-35B-A3B-NVFP4 (Temp: 0.6) | 17,414 | 0.7739 | 0.5886 | 0.0558 | 0.7664 | 0.7159 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 0.7) | 17,624 | 0.8413 | 0.7170 | 0.0574 | 0.8298 | 0.8081 |
| Model: Qwen3.8-27B-AWQ-INT4 (Temp: 1.25) | 17,814 | 0.8499 | 0.7332 | 0.0561 | 0.8386 | 0.8196 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.0) | 17,726 | 0.8378 | 0.7121 | 0.0589 | 0.8266 | 0.8042 |
| Model: gemma-4-31B-it-AWQ-4bit (Temp: 1.25) | 17,820 | 0.8394 | 0.7140 | 0.0554 | 0.8293 | 0.8071 |
| Model: granite-4.2-30b-nvfp4 (Temp: 1.0) | 17,728 | 0.8657 | 0.7668 | 0.0590 | 0.8539 | 0.8400 |
Thresholding:
- Direction:
higher_is_ai - Swept for
f1with a found threshold of 0.0000.
Classification Histograms:
Per Prompt Subset
Per Generator Config Subset
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