Akash-Sakala/gpt-oss-20b-transcript-formatter-lora
Text Generation • Updated • 18
Datasets:
id stringlengths 14 18 | category stringclasses 5
values | subtype stringclasses 14
values | domain stringclasses 10
values | dialect stringclasses 7
values | register stringclasses 4
values | length_bucket stringclasses 4
values | input stringlengths 25 1.98k | output stringlengths 25 1.98k |
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train-L0-00001 | sent_end_punct | clean_dictation | meeting-notes | en-US | casual | small | Rashida brought up the vendor contract thing again. Nobody had answers so we just tabled it | Rashida brought up the vendor contract thing again. Nobody had answers so we just tabled it. |
train-L0-00002 | sent_start_cap | email_dictation | chat | en-US | casual | medium | Hey Colton, so I wanted to loop you in on what happened with the Ferndale order. turns out the supplier switched their lead times without telling anyone and now we're looking at a three week delay on the shelving units. I already emailed Brenda at the warehouse but she hasn't gotten back to me yet. can you check in wit... | Hey Colton, so I wanted to loop you in on what happened with the Ferndale order. Turns out the supplier switched their lead times without telling anyone and now we're looking at a three week delay on the shelving units. I already emailed Brenda at the warehouse but she hasn't gotten back to me yet. Can you check in wit... |
train-L0-00003 | sent_end_punct | clean_dictation | document-draft | en-GB | casual | small | Right, so I've drafted the intro section but it's a bit all over the place. Gonna tighten it up before I send it to Hamish | Right, so I've drafted the intro section but it's a bit all over the place. Gonna tighten it up before I send it to Hamish. |
train-L0-00004 | passthrough | technical_query | voice-memo | en-IN | casual | large | Okay so I've been wondering about this for a while now and I just want to think it through out loud. How does the GST input tax credit system actually work when you're a small business owner who has both exempt and taxable supplies happening at the same time? Like I know you're supposed to apportion the credit somehow ... | Okay so I've been wondering about this for a while now and I just want to think it through out loud. How does the GST input tax credit system actually work when you're a small business owner who has both exempt and taxable supplies happening at the same time? Like I know you're supposed to apportion the credit somehow ... |
train-L0-00005 | passthrough | personal_reflection | chat | en-IN | casual | medium | I keep going back and forth on whether I should just tell Rohan directly or wait for him to bring it up himself, you know? Like, it's been almost two weeks now and the whole thing is just sitting there between us on the group chat like nobody can see it. I mean, am I overthinking this or is it actually weird that he's ... | I keep going back and forth on whether I should just tell Rohan directly or wait for him to bring it up himself, you know? Like, it's been almost two weeks now and the whole thing is just sitting there between us on the group chat like nobody can see it. I mean, am I overthinking this or is it actually weird that he's ... |
train-L0-00006 | mixed_punct_cap | clean_dictation | search-query | en-CA | casual | medium | So I've been trying to look up the best time to visit Tofino before the summer crowds hit. from what I can tell, late April or early May is probably the sweet spot I also want to check if the Pacific Rim highway is usually clear by then or if there's still any risk of closures from storm damage. | So I've been trying to look up the best time to visit Tofino before the summer crowds hit. From what I can tell, late April or early May is probably the sweet spot. I also want to check if the Pacific Rim highway is usually clear by then or if there's still any risk of closures from storm damage. |
train-L0-00007 | passthrough | clean_dictation | journal | en-ZA | formal | medium | Today marked three months since I transferred to the Johannesburg office and I find myself reflecting on how much the transition has reshaped my professional outlook. The pace here is considerably different from what I was accustomed to in Durban, and I have had to adjust both my working style and my expectations. I am... | Today marked three months since I transferred to the Johannesburg office and I find myself reflecting on how much the transition has reshaped my professional outlook. The pace here is considerably different from what I was accustomed to in Durban, and I have had to adjust both my working style and my expectations. I am... |
train-L0-00008 | mixed_punct_cap | clean_dictation | todo-reminder | en-US | casual | medium | Pick up Grandma Rosa's prescription from the Walgreens on Kimball before six, they close early on Thursdays. also need to drop off that casserole dish to Denise before the weekend Oh and don't forget to call the insurance people back about the Subaru claim, I've been putting that off for like three days now. | Pick up Grandma Rosa's prescription from the Walgreens on Kimball before six, they close early on Thursdays. Also need to drop off that casserole dish to Denise before the weekend. Oh and don't forget to call the insurance people back about the Subaru claim, I've been putting that off for like three days now. |
train-L0-00009 | passthrough | identifier_trap | document-draft | en-US | casual | medium | So for the contract header, the vendor reference is Bravo Kilo niner four seven zero Foxtrot and the billing contact is Renata Szymańska, that's S Z Y M A N S K A, and her direct line is area code eight oh two, five five five, oh one three six, and the remittance email is r dot szymanska at hollowbrook dash supply dot ... | So for the contract header, the vendor reference is Bravo Kilo niner four seven zero Foxtrot and the billing contact is Renata Szymańska, that's S Z Y M A N S K A, and her direct line is area code eight oh two, five five five, oh one three six, and the remittance email is r dot szymanska at hollowbrook dash supply dot ... |
train-L0-00010 | sent_start_cap | clean_dictation | todo-reminder | en-GB | casual | large | Right, so there's a bunch of stuff I need to sort out before the weekend. First I've got to ring the letting agent about the damp patch in the hallway because it's been three weeks now and they still haven't sent anyone round. i also need to pop into Boots and pick up Mum's prescription, she said it's been ready since ... | Right, so there's a bunch of stuff I need to sort out before the weekend. First I've got to ring the letting agent about the damp patch in the hallway because it's been three weeks now and they still haven't sent anyone round. I also need to pop into Boots and pick up Mum's prescription, she said it's been ready since ... |
train-L0-00011 | mixed_punct_cap | email_dictation | meeting-notes | en-IN | casual | medium | Hey team, just a quick note from today's sync with Prashant and the folks at Wipro. we agreed to push the UAT sign off to the fourteenth because the test environment was unstable this week Radhika will share the updated tracker by end of day tomorrow so please check your action items. | Hey team, just a quick note from today's sync with Prashant and the folks at Wipro. We agreed to push the UAT sign off to the fourteenth because the test environment was unstable this week. Radhika will share the updated tracker by end of day tomorrow so please check your action items. |
train-L0-00012 | mixed_punct_cap | email_dictation | meeting-notes | en-IN | casual | small | Hi Suresh, three quick things from this morning. the vendor call is rescheduled to Thursday Please loop in Meenakshi before then. | Hi Suresh, three quick things from this morning. The vendor call is rescheduled to Thursday. Please loop in Meenakshi before then. |
train-L0-00013 | mixed_punct_cap | clean_dictation | sms | en-GB | casual | small | Running late, sorry Bus got stuck near Elephant and Castle. be there in ten. | Running late, sorry. Bus got stuck near Elephant and Castle. Be there in ten. |
train-L0-00014 | sent_end_punct | email_dictation | document-draft | en-CA | casual | small | Just a heads up, the Henderson draft needs another look before Friday Can you send me your notes? | Just a heads up, the Henderson draft needs another look before Friday. Can you send me your notes? |
train-L0-00015 | sent_start_cap | voice_memo | journal | en-AU | casual | medium | Note to self, pick up the script from the Newtown chemist before it closes at six. also need to ring Mum back about the long weekend plans. don't forget to water the tomatoes on the balcony, they looked pretty sad this morning. | Note to self, pick up the script from the Newtown chemist before it closes at six. Also need to ring Mum back about the long weekend plans. Don't forget to water the tomatoes on the balcony, they looked pretty sad this morning. |
train-L0-00016 | passthrough | clean_dictation | journal | en-ZA | professional | small | The debrief with Nkosi went well today. Progress on the Sandton proposal is steady. | The debrief with Nkosi went well today. Progress on the Sandton proposal is steady. |
train-L0-00017 | sent_end_punct | voice_memo | chat | en-GB | casual | medium | Don't forget to message Priya back about the Bristol meetup, she's been waiting since Tuesday Also need to check whether the Aviva tickets have actually been confirmed or if Theo just assumed they had Right, and remind mum about the thing at the community centre on Saturday, she'll definitely forget if I don't. | Don't forget to message Priya back about the Bristol meetup, she's been waiting since Tuesday. Also need to check whether the Aviva tickets have actually been confirmed or if Theo just assumed they had. Right, and remind mum about the thing at the community centre on Saturday, she'll definitely forget if I don't. |
train-L0-00018 | passthrough | natural_question | journal | en-US | casual | xl | Why is it so hard for me to just sit with a feeling instead of immediately trying to fix it or explain it away? Like I'll be in the middle of something totally ordinary, washing dishes or driving down Route 9 past the old Sunoco station, and this wave of something hits me, could be sadness, could be nostalgia, I genuin... | Why is it so hard for me to just sit with a feeling instead of immediately trying to fix it or explain it away? Like I'll be in the middle of something totally ordinary, washing dishes or driving down Route 9 past the old Sunoco station, and this wave of something hits me, could be sadness, could be nostalgia, I genuin... |
train-L0-00019 | sent_end_punct | clean_dictation | work-email | en-ZA | casual | medium | Just wanted to give you a heads up that the Durban supplier pushed back delivery by about a week, so we're looking at the twenty third now instead of the fifteenth I've already flagged it with Lerato and she's sorting the revised schedule. It shouldn't affect the main rollout but let's chat properly Monday morning just... | Just wanted to give you a heads up that the Durban supplier pushed back delivery by about a week, so we're looking at the twenty third now instead of the fifteenth. I've already flagged it with Lerato and she's sorting the revised schedule. It shouldn't affect the main rollout but let's chat properly Monday morning jus... |
train-L0-00020 | passthrough | email_dictation | voice-memo | en-US | formal | xl | Hi, this is a message for Dr. Anabela Ferreira at the Ridgewood Family Health Center. My name is Curtis Holloway and I'm calling, or I suppose dictating, regarding the referral letter that was meant to be sent over to Dr. Pham's office at Northside Orthopedic Associates. I believe the referral was requested at my appoi... | Hi, this is a message for Dr. Anabela Ferreira at the Ridgewood Family Health Center. My name is Curtis Holloway and I'm calling, or I suppose dictating, regarding the referral letter that was meant to be sent over to Dr. Pham's office at Northside Orthopedic Associates. I believe the referral was requested at my appoi... |
train-L0-00021 | sent_start_cap | clean_dictation | todo-reminder | en-GB | casual | medium | Need to ring Morrisons about the click and collect order before half two. it was supposed to arrive yesterday and nobody's been in touch. also remind Priya that she's got the car on Thursday so she'll need to sort the parking permit herself. | Need to ring Morrisons about the click and collect order before half two. It was supposed to arrive yesterday and nobody's been in touch. Also remind Priya that she's got the car on Thursday so she'll need to sort the parking permit herself. |
train-L0-00022 | passthrough | natural_question | search-query | en-GB | professional | small | What's the current legal framework governing zero hours contracts in England and Wales? | What's the current legal framework governing zero hours contracts in England and Wales? |
train-L0-00023 | passthrough | email_dictation | work-email | en-CA | formal | small | Please find attached the revised budget projections for Q3. Kindly review and confirm receipt at your earliest convenience. | Please find attached the revised budget projections for Q3. Kindly review and confirm receipt at your earliest convenience. |
train-L0-00024 | passthrough | natural_question | meeting-notes | en-GB | professional | medium | Did we ever agree on who's taking the lead for the Barnfield account review in January? I don't think it was minuted properly after Declan left the call early. Can someone check the action log from the fifteenth and let me know what it says? | Did we ever agree on who's taking the lead for the Barnfield account review in January? I don't think it was minuted properly after Declan left the call early. Can someone check the action log from the fifteenth and let me know what it says? |
train-L0-00025 | sent_start_cap | voice_memo | work-email | en-IN | casual | small | Reminder to follow up with Deepa on the vendor invoice. she said she'd send it by Thursday. | Reminder to follow up with Deepa on the vendor invoice. She said she'd send it by Thursday. |
train-L0-00026 | sent_end_punct | brain_dump | work-email | en-US | professional | small | I keep going back and forth on whether to CC Priyanka on this thread She probably needs the context. | I keep going back and forth on whether to CC Priyanka on this thread. She probably needs the context. |
train-L0-00027 | pronoun_I_cap | clean_dictation | document-draft | en-GB | casual | small | I think i'll just draft this bit loosely for now and I can tighten it up once Gareth gives me his notes. | I think I'll just draft this bit loosely for now and I can tighten it up once Gareth gives me his notes. |
train-L0-00028 | passthrough | natural_question | calendar-entry | en-AU | formal | large | I'm trying to work out the best way to structure my calendar for the coming financial quarter and I'd really appreciate some guidance on a few things. Is it more effective to block out deep work sessions first thing in the morning and then schedule meetings from midday onwards, or does that approach tend to break down ... | I'm trying to work out the best way to structure my calendar for the coming financial quarter and I'd really appreciate some guidance on a few things. Is it more effective to block out deep work sessions first thing in the morning and then schedule meetings from midday onwards, or does that approach tend to break down ... |
train-L0-00029 | mixed_punct_cap | brain_dump | voice-memo | en-GB | casual | large | So I've been thinking about this all morning and I reckon the problem with the Hadleigh Street development isn't actually the planning permission, it's more like, um, the fact that nobody's properly consulted the residents on Brentwood Close yet. and if we just barrel ahead with the groundwork before that's sorted we'r... | So I've been thinking about this all morning and I reckon the problem with the Hadleigh Street development isn't actually the planning permission, it's more like, um, the fact that nobody's properly consulted the residents on Brentwood Close yet. And if we just barrel ahead with the groundwork before that's sorted we'r... |
train-L0-00030 | mixed_punct_cap | brain_dump | chat | en-ZA | casual | small | Eish, I don't know why I thought the N1 would be fine at this time It's a mess. never again. | Eish, I don't know why I thought the N1 would be fine at this time. It's a mess. Never again. |
train-L0-00031 | sent_start_cap | email_dictation | document-draft | en-IN | casual | medium | Just wanted to drop you a quick note about the Diwali party arrangements. priya aunty has confirmed she'll bring the sweets from Haldiram's so we don't need to worry about that part. Can you please check with Suresh bhai whether the venue in Koramangala is still available on the fifteenth because I haven't heard back f... | Just wanted to drop you a quick note about the Diwali party arrangements. Priya aunty has confirmed she'll bring the sweets from Haldiram's so we don't need to worry about that part. Can you please check with Suresh bhai whether the venue in Koramangala is still available on the fifteenth because I haven't heard back f... |
train-L0-00032 | passthrough | natural_question | document-draft | en-US | casual | small | What's the best way to get a grease stain out of a linen tablecloth without wrecking the fabric? | What's the best way to get a grease stain out of a linen tablecloth without wrecking the fabric? |
train-L0-00033 | sent_end_punct | voice_memo | work-email | en-IE | professional | small | Reply to Ciarán before end of day about the Galway site visit He's waiting on confirmation. | Reply to Ciarán before end of day about the Galway site visit. He's waiting on confirmation. |
train-L0-00034 | sent_end_punct | clean_dictation | search-query | en-GB | casual | small | Trying to find out where to get proper soda bread near Shoreditch Apparently there's a place on Brick Lane but I can't remember the name. | Trying to find out where to get proper soda bread near Shoreditch. Apparently there's a place on Brick Lane but I can't remember the name. |
train-L0-00035 | passthrough | email_dictation | journal | en-US | professional | small | Just wanted to reach out and let you know the Henderson report is nearly finalised. I'll have it on your desk by Thursday morning. | Just wanted to reach out and let you know the Henderson report is nearly finalised. I'll have it on your desk by Thursday morning. |
train-L0-00036 | passthrough | natural_question | work-email | en-US | professional | large | Is there a standard format we're supposed to use when escalating a complaint from a client to the legal team, and if so where can I find the template? I've checked the shared drive on SharePoint and also asked Denise in compliance but she pointed me back to the intranet, which I can't seem to navigate properly. I just ... | Is there a standard format we're supposed to use when escalating a complaint from a client to the legal team, and if so where can I find the template? I've checked the shared drive on SharePoint and also asked Denise in compliance but she pointed me back to the intranet, which I can't seem to navigate properly. I just ... |
train-L0-00037 | sent_end_punct | email_dictation | todo-reminder | en-CA | formal | small | Please confirm receipt of the Henderson file by end of day Friday I'll follow up if I don't hear back. | Please confirm receipt of the Henderson file by end of day Friday. I'll follow up if I don't hear back. |
train-L0-00038 | passthrough | clean_dictation | journal | en-IN | creative | large | The monsoon arrived today like an old argument nobody wins, all bluster and grey light and the smell of wet earth coming through the window I forgot to shut. I've been sitting here in Amma's chair, the one with the torn armrest she never let anyone fix, watching the neem tree in the courtyard shake itself into a kind o... | The monsoon arrived today like an old argument nobody wins, all bluster and grey light and the smell of wet earth coming through the window I forgot to shut. I've been sitting here in Amma's chair, the one with the torn armrest she never let anyone fix, watching the neem tree in the courtyard shake itself into a kind o... |
train-L0-00039 | sent_start_cap | clean_dictation | journal | en-IE | casual | large | So I finally made it out to Connemara yesterday and God it was something else altogether. I'd been meaning to go since last autumn but you know how it is, one thing leads to another and suddenly it's nearly summer and you haven't left Galway city in weeks. the drive out the N59 was dead quiet, just sheep and stone wall... | So I finally made it out to Connemara yesterday and God it was something else altogether. I'd been meaning to go since last autumn but you know how it is, one thing leads to another and suddenly it's nearly summer and you haven't left Galway city in weeks. The drive out the N59 was dead quiet, just sheep and stone wall... |
train-L0-00040 | mixed_punct_cap | clean_dictation | document-draft | en-US | casual | large | Okay so this is a rough draft of the community garden proposal for the Millbrook neighbourhood association. The basic idea is that we'd convert the vacant lot on Sycamore between Fourth and Fifth into a shared growing space, maybe around thirty plots to start, with a tool shed and a small rainwater collection setup. We... | Okay so this is a rough draft of the community garden proposal for the Millbrook neighbourhood association. The basic idea is that we'd convert the vacant lot on Sycamore between Fourth and Fifth into a shared growing space, maybe around thirty plots to start, with a tool shed and a small rainwater collection setup. We... |
train-L0-00041 | mixed_punct_cap | voice_memo | sms | en-AU | casual | small | Don't forget to text Rhonda about Saturday She needs the address. bring snacks too. | Don't forget to text Rhonda about Saturday. She needs the address. Bring snacks too. |
train-L0-00042 | passthrough | clean_dictation | voice-memo | en-IN | professional | xl | So I just wrapped up the site visit at the Aurangabad plant and I want to capture a few observations before they slip my mind. The new pressing line that came online last month is running well overall but there are two things that need attention before the quarterly audit. First, the coolant drainage near unit four is ... | So I just wrapped up the site visit at the Aurangabad plant and I want to capture a few observations before they slip my mind. The new pressing line that came online last month is running well overall but there are two things that need attention before the quarterly audit. First, the coolant drainage near unit four is ... |
train-L0-00043 | sent_end_punct | clean_dictation | voice-memo | en-GB | professional | small | The Ashford contract renewal is due by the fourteenth Please make sure Bridget has the revised terms before end of play Wednesday. | The Ashford contract renewal is due by the fourteenth. Please make sure Bridget has the revised terms before end of play Wednesday. |
train-L0-00044 | sent_end_punct | clean_dictation | journal | en-US | formal | small | Today I committed to reducing my daily screen time by one hour The discipline required will be considerable, but the clarity gained may well be worth it. | Today I committed to reducing my daily screen time by one hour. The discipline required will be considerable, but the clarity gained may well be worth it. |
train-L0-00045 | passthrough | llm_ide_command | search-query | en-IN | formal | large | Please conduct a comprehensive search and provide a detailed comparative analysis of the Goods and Services Tax filing procedures across India, Canada, Australia, and Singapore. I would like you to specifically highlight the differences in return filing frequency, the categorization of input tax credits, penalty struct... | Please conduct a comprehensive search and provide a detailed comparative analysis of the Goods and Services Tax filing procedures across India, Canada, Australia, and Singapore. I would like you to specifically highlight the differences in return filing frequency, the categorization of input tax credits, penalty struct... |
train-L0-00046 | passthrough | clean_dictation | voice-memo | en-CA | casual | large | Okay so this is just a brain dump before I forget everything from today. Um, ran into Preethi at the Kensington Market location this morning, she was picking up supplies for the pop up on Saturday and she mentioned that the Harbourfront venue might not have enough power outlets for the espresso setup, which honestly wo... | Okay so this is just a brain dump before I forget everything from today. Um, ran into Preethi at the Kensington Market location this morning, she was picking up supplies for the pop up on Saturday and she mentioned that the Harbourfront venue might not have enough power outlets for the espresso setup, which honestly wo... |
train-L0-00047 | sent_start_cap | clean_dictation | meeting-notes | en-US | professional | xl | Q3 budget review meeting, Tuesday the fourteenth, attendees were myself, Lorraine Okafor from finance, Dev Nambiar from operations, and Sandra Chu representing the regional sales team. The primary agenda item was the variance between projected and actual spend for the third quarter, which came in approximately eighty s... | Q3 budget review meeting, Tuesday the fourteenth, attendees were myself, Lorraine Okafor from finance, Dev Nambiar from operations, and Sandra Chu representing the regional sales team. The primary agenda item was the variance between projected and actual spend for the third quarter, which came in approximately eighty s... |
train-L0-00048 | passthrough | technical_query | meeting-notes | en-US | formal | large | How does agenda-based minute-taking differ from action-oriented minute-taking in formal governance settings, and what are the practical implications of each approach for nonprofit boards that are subject to state reporting requirements? Specifically I want to understand whether the choice of format affects legal defens... | How does agenda-based minute-taking differ from action-oriented minute-taking in formal governance settings, and what are the practical implications of each approach for nonprofit boards that are subject to state reporting requirements? Specifically I want to understand whether the choice of format affects legal defens... |
train-L0-00049 | passthrough | email_dictation | journal | en-CA | creative | small | Still thinking about what Marguerite said at the reading last Thursday, that line about the heron and the frozen canal. | Still thinking about what Marguerite said at the reading last Thursday, that line about the heron and the frozen canal. |
train-L0-00050 | passthrough | email_dictation | document-draft | en-US | casual | small | Hey Darnell, just wanted to flag that the introduction section still needs those two citations before we send this off. | Hey Darnell, just wanted to flag that the introduction section still needs those two citations before we send this off. |
train-L0-00051 | mixed_punct_cap | clean_dictation | journal | en-US | professional | medium | Spent most of the afternoon reviewing the Hendricks deposition transcripts and I'm honestly unsettled by what I found The timeline doesn't line up with the statements filed in March. i need to set up time with Patricia before the end of the week to go over this properly. | Spent most of the afternoon reviewing the Hendricks deposition transcripts and I'm honestly unsettled by what I found. The timeline doesn't line up with the statements filed in March. I need to set up time with Patricia before the end of the week to go over this properly. |
train-L0-00052 | passthrough | personal_reflection | document-draft | en-US | formal | medium | I'm wondering if the scope section is doing too much work here, trying to define eligibility criteria and enforcement procedures in the same paragraph. Should those be broken into separate subsections? I think the document will read more clearly if each principle gets its own dedicated space. | I'm wondering if the scope section is doing too much work here, trying to define eligibility criteria and enforcement procedures in the same paragraph. Should those be broken into separate subsections? I think the document will read more clearly if each principle gets its own dedicated space. |
train-L0-00053 | sent_start_cap | clean_dictation | document-draft | en-IN | formal | large | The proposed amendments to the Employees' Provident Fund and Miscellaneous Provisions Act have drawn considerable attention from legal practitioners and industry bodies alike. the Ministry of Labour and Employment has circulated a draft notification seeking stakeholder comments before the fifteenth of next month, and s... | The proposed amendments to the Employees' Provident Fund and Miscellaneous Provisions Act have drawn considerable attention from legal practitioners and industry bodies alike. The Ministry of Labour and Employment has circulated a draft notification seeking stakeholder comments before the fifteenth of next month, and s... |
train-L0-00054 | sent_start_cap | clean_dictation | todo-reminder | en-IN | professional | medium | Need to follow up with Radhika from the Pune procurement office regarding the pending purchase orders for the third quarter. she had mentioned that the vendor evaluation report from Tata Consultancy was still awaited as of last Friday. please also confirm with Suresh whether the audit committee meeting scheduled for th... | Need to follow up with Radhika from the Pune procurement office regarding the pending purchase orders for the third quarter. She had mentioned that the vendor evaluation report from Tata Consultancy was still awaited as of last Friday. Please also confirm with Suresh whether the audit committee meeting scheduled for th... |
train-L0-00055 | passthrough | technical_query | sms | en-US | professional | medium | How does SMS fallback actually work when a messaging app like iMessage or WhatsApp can't deliver a message over data, and does the carrier charge for those fallback SMS messages the same way it would for a regular text? | How does SMS fallback actually work when a messaging app like iMessage or WhatsApp can't deliver a message over data, and does the carrier charge for those fallback SMS messages the same way it would for a regular text? |
train-L0-00056 | sent_end_punct | clean_dictation | sms | en-IN | formal | medium | Dear Ananya, I am writing to inform you that the documents you had couriered to our Mumbai office were received in good order this afternoon Please note that the attestation on page seven of the affidavit will require a correction before we can proceed with the filing Kindly arrange to have the revised copy sent at you... | Dear Ananya, I am writing to inform you that the documents you had couriered to our Mumbai office were received in good order this afternoon. Please note that the attestation on page seven of the affidavit will require a correction before we can proceed with the filing. Kindly arrange to have the revised copy sent at y... |
train-L0-00057 | sent_start_cap | email_dictation | calendar-entry | en-GB | casual | small | Just a heads up, I've moved our lunch to Thursday. same place, one o'clock. | Just a heads up, I've moved our lunch to Thursday. Same place, one o'clock. |
train-L0-00058 | sent_end_punct | brain_dump | voice-memo | en-IN | casual | large | Okay so I've been thinking about this catering idea for a while now and I think, you know, there might actually be something in it. Like what if we partnered with local tiffin services in Pune, the small home-run ones, not the big commercial outfits. I mean the demand from IT parks alone is massive and these vendors ar... | Okay so I've been thinking about this catering idea for a while now and I think, you know, there might actually be something in it. Like what if we partnered with local tiffin services in Pune, the small home-run ones, not the big commercial outfits. I mean the demand from IT parks alone is massive and these vendors ar... |
train-L0-00059 | sent_start_cap | email_dictation | meeting-notes | en-IN | casual | small | Just sharing the notes from today's call with Meenakshi. action items are in the doc, please have a look. | Just sharing the notes from today's call with Meenakshi. Action items are in the doc, please have a look. |
train-L0-00060 | passthrough | clean_dictation | calendar-entry | en-IN | professional | small | Quarterly review with Raghavan and the compliance team, conference room B, fourth floor, three PM on the fourteenth. | Quarterly review with Raghavan and the compliance team, conference room B, fourth floor, three PM on the fourteenth. |
train-L0-00061 | sent_start_cap | clean_dictation | voice-memo | en-IN | casual | small | Reached Andheri station just now. priya's flight is delayed by two hours so no point rushing. | Reached Andheri station just now. Priya's flight is delayed by two hours so no point rushing. |
train-L0-00062 | sent_start_cap | voice_memo | sms | en-US | professional | small | Submit the Hendricks proposal by Thursday EOD. print two copies before the three PM meeting. | Submit the Hendricks proposal by Thursday EOD. Print two copies before the three PM meeting. |
train-L0-00063 | sent_start_cap | email_dictation | work-email | en-GB | professional | medium | I'm writing to follow up on the site visit we discussed last Tuesday. our surveyor, Mr. okafor, has confirmed he's available on the fourteenth or the seventeenth of next month. Please let me know which date suits your team and we'll arrange the paperwork accordingly. | I'm writing to follow up on the site visit we discussed last Tuesday. Our surveyor, Mr. Okafor, has confirmed he's available on the fourteenth or the seventeenth of next month. Please let me know which date suits your team and we'll arrange the paperwork accordingly. |
train-L0-00064 | sent_start_cap | brain_dump | calendar-entry | en-IN | professional | medium | So the Q3 review is clashing with the Diwali long weekend and I'm not sure how to handle that. we could push it to the following Monday but Raghavendra is travelling then. maybe a Thursday slot works better, um, need to check with Meenakshi before blocking anything on the shared calendar. | So the Q3 review is clashing with the Diwali long weekend and I'm not sure how to handle that. We could push it to the following Monday but Raghavendra is travelling then. Maybe a Thursday slot works better, um, need to check with Meenakshi before blocking anything on the shared calendar. |
train-L0-00065 | sent_start_cap | voice_memo | document-draft | en-GB | casual | small | Remember to check the Pendleton contract before Thursday. maggie said there's a clause about arbitration that needs flagging. | Remember to check the Pendleton contract before Thursday. Maggie said there's a clause about arbitration that needs flagging. |
train-L0-00066 | sent_end_punct | voice_memo | todo-reminder | en-US | casual | small | Pick up the dry cleaning before six. Don't forget Darnell needs his suit for Saturday | Pick up the dry cleaning before six. Don't forget Darnell needs his suit for Saturday! |
train-L0-00067 | passthrough | natural_question | meeting-notes | en-US | casual | medium | So did anyone actually write down what we decided about the Riverside project handoff? Like I was in the room for that whole conversation with Tomasz and Brianna but I honestly can't remember if we landed on a final timeline or just sort of agreed to revisit it next week. | So did anyone actually write down what we decided about the Riverside project handoff? Like I was in the room for that whole conversation with Tomasz and Brianna but I honestly can't remember if we landed on a final timeline or just sort of agreed to revisit it next week. |
train-L0-00068 | sent_end_punct | email_dictation | sms | en-US | professional | small | Please note that your appointment with Dr. Vasquez has been confirmed for Tuesday at ten AM We look forward to seeing you. | Please note that your appointment with Dr. Vasquez has been confirmed for Tuesday at ten AM. We look forward to seeing you. |
train-L0-00069 | passthrough | natural_question | sms | en-GB | professional | large | Is there actually a meaningful difference between the two redundancy consultation processes under the Trade Union and Labour Relations Consolidation Act, and if so, how should that affect the way we're structuring the letters to the affected staff at the Coventry site? I want to make sure we're not inadvertently trigge... | Is there actually a meaningful difference between the two redundancy consultation processes under the Trade Union and Labour Relations Consolidation Act, and if so, how should that affect the way we're structuring the letters to the affected staff at the Coventry site? I want to make sure we're not inadvertently trigge... |
train-L0-00070 | sent_start_cap | brain_dump | journal | en-GB | casual | medium | So I keep coming back to this idea of moving back up to Edinburgh, and I honestly don't know if it's practical or just nostalgia. the flat prices have gone absolutely mental since I left, which is annoying. maybe I should just go up for a long weekend and see how it actually feels rather than romanticising the whole th... | So I keep coming back to this idea of moving back up to Edinburgh, and I honestly don't know if it's practical or just nostalgia. The flat prices have gone absolutely mental since I left, which is annoying. Maybe I should just go up for a long weekend and see how it actually feels rather than romanticising the whole th... |
train-L0-00071 | passthrough | email_dictation | voice-memo | en-AU | formal | medium | Dear Ms. Fairweather, I'm writing to formally confirm the revised delivery schedule for the fitout materials at the Southbank development, as discussed with your project coordinator on Tuesday. We anticipate full delivery by the fourteenth of next month, subject to the freight arrangements being finalised by our suppli... | Dear Ms. Fairweather, I'm writing to formally confirm the revised delivery schedule for the fitout materials at the Southbank development, as discussed with your project coordinator on Tuesday. We anticipate full delivery by the fourteenth of next month, subject to the freight arrangements being finalised by our suppli... |
train-L0-00072 | mixed_punct_cap | email_dictation | search-query | en-GB | casual | large | Right, so I'm putting together this message to send to the whole team about the away day in March and I'm not quite sure how to pitch it because I want it to sound enthusiastic but not sort of forced and corporate, you know? like last year's one felt a bit like a mandatory fun situation and people weren't really into i... | Right, so I'm putting together this message to send to the whole team about the away day in March and I'm not quite sure how to pitch it because I want it to sound enthusiastic but not sort of forced and corporate, you know? Like last year's one felt a bit like a mandatory fun situation and people weren't really into i... |
train-L0-00073 | passthrough | natural_question | todo-reminder | en-AU | casual | medium | If I've already got a Woolworths Everyday Rewards card, do I still need to sign up separately for the fuel discount or does it all link automatically when I scan at Caltex? | If I've already got a Woolworths Everyday Rewards card, do I still need to sign up separately for the fuel discount or does it all link automatically when I scan at Caltex? |
train-L0-00074 | sent_start_cap | voice_memo | work-email | en-GB | professional | small | Remember to chase up Bridget about the Q3 variance report before end of play Thursday. she mentioned it was nearly ready last week. | Remember to chase up Bridget about the Q3 variance report before end of play Thursday. She mentioned it was nearly ready last week. |
train-L0-00075 | passthrough | identifier_trap | work-email | en-AU | professional | small | Please CC the client at r dot fenwick at harbourside dash logistics dot com dot au on all future correspondence regarding invoice INV dash four four one seven. | Please CC the client at r dot fenwick at harbourside dash logistics dot com dot au on all future correspondence regarding invoice INV dash four four one seven. |
train-L0-00076 | sent_start_cap | brain_dump | chat | en-IN | casual | small | Okay so I'm thinking we just move the Diwali party to Rohit's terrace instead. it'll be way less hassle than booking a hall. | Okay so I'm thinking we just move the Diwali party to Rohit's terrace instead. It'll be way less hassle than booking a hall. |
train-L0-00077 | sent_end_punct | clean_dictation | todo-reminder | en-US | professional | medium | Follow up with Renata in procurement about the updated vendor contract before end of day Thursday The revised terms from Kellerman Group still haven't been signed off, and we can't move forward on the Tucson facility order without that approval. Make sure to CC Desmond on whatever response comes back | Follow up with Renata in procurement about the updated vendor contract before end of day Thursday. The revised terms from Kellerman Group still haven't been signed off, and we can't move forward on the Tucson facility order without that approval. Make sure to CC Desmond on whatever response comes back. |
train-L0-00078 | sent_start_cap | clean_dictation | journal | en-US | casual | large | So today was just one of those days where nothing went the way I planned, and I don't even know how to feel about it. I woke up late because my phone somehow muted itself overnight, which, like, how does that even happen. By the time I got to the farmers market over on Delancey, half the vendors were already packing up... | So today was just one of those days where nothing went the way I planned, and I don't even know how to feel about it. I woke up late because my phone somehow muted itself overnight, which, like, how does that even happen. By the time I got to the farmers market over on Delancey, half the vendors were already packing up... |
train-L0-00079 | passthrough | email_dictation | sms | en-IE | casual | xl | Hey Siobhan, just wanted to drop you a proper message because I felt bad about having to leave Ciarán's thing early on Saturday and I didn't get a chance to say a real goodbye to anyone. The craic was absolutely deadly up until about half nine and then my back just completely gave out on me, like I could barely stand u... | Hey Siobhan, just wanted to drop you a proper message because I felt bad about having to leave Ciarán's thing early on Saturday and I didn't get a chance to say a real goodbye to anyone. The craic was absolutely deadly up until about half nine and then my back just completely gave out on me, like I could barely stand u... |
train-L0-00080 | sent_end_punct | voice_memo | journal | en-CA | professional | small | Log entry for the Moreau project, week of November fourth. Still need to confirm the stakeholder sign-off before the Friday deadline | Log entry for the Moreau project, week of November fourth. Still need to confirm the stakeholder sign-off before the Friday deadline. |
train-L0-00081 | passthrough | email_dictation | sms | en-AU | casual | small | Arvo drinks at the Bluestone still happening or are we pushing it to next week? | Arvo drinks at the Bluestone still happening or are we pushing it to next week? |
train-L0-00082 | mixed_punct_cap | email_dictation | voice-memo | en-GB | professional | large | Just a quick note following this morning's call with the Hartfield procurement team I wanted to flag that the revised delivery schedule they mentioned would affect our Q3 commitments to both Meridian Logistics and the council contract up in Aberdeen. I'd strongly recommend we get Fiona on a call with their account mana... | Just a quick note following this morning's call with the Hartfield procurement team. I wanted to flag that the revised delivery schedule they mentioned would affect our Q3 commitments to both Meridian Logistics and the council contract up in Aberdeen. I'd strongly recommend we get Fiona on a call with their account man... |
train-L0-00083 | mixed_punct_cap | clean_dictation | document-draft | en-AU | casual | large | Okay so this is a rough draft of the volunteer handbook intro, just getting thoughts down while I'm on the bus. The Yarraville Community Garden has been running for about eleven years now and it's honestly kind of amazing how much it's grown, like we started with maybe six plots out the back of the RSL and now we've go... | Okay so this is a rough draft of the volunteer handbook intro, just getting thoughts down while I'm on the bus. The Yarraville Community Garden has been running for about eleven years now and it's honestly kind of amazing how much it's grown, like we started with maybe six plots out the back of the RSL and now we've go... |
train-L0-00084 | pronoun_I_cap | email_dictation | meeting-notes | en-AU | casual | small | I've locked in Tuesday for the site visit and I'll send the details through once i've confirmed with Brodie. | I've locked in Tuesday for the site visit and I'll send the details through once I've confirmed with Brodie. |
train-L0-00085 | mixed_punct_cap | clean_dictation | journal | en-US | formal | small | The morning felt heavy and still I found no solace in routine. tomorrow I will try again. | The morning felt heavy and still. I found no solace in routine. Tomorrow I will try again. |
train-L0-00086 | sent_start_cap | clean_dictation | meeting-notes | en-US | professional | small | Procurement confirmed the Ridgeline contract renewal. finance needs updated cost projections by Friday. | Procurement confirmed the Ridgeline contract renewal. Finance needs updated cost projections by Friday. |
train-L0-00087 | sent_end_punct | voice_memo | calendar-entry | en-GB | casual | medium | Don't forget dentist appointment Tuesday at half two, that's the one on Cavendish Street not the Kingsway branch. Also need to move the Pilates class because it clashes Check with Mum if she can take the kids for the afternoon | Don't forget dentist appointment Tuesday at half two, that's the one on Cavendish Street not the Kingsway branch. Also need to move the Pilates class because it clashes. Check with Mum if she can take the kids for the afternoon. |
train-L0-00088 | passthrough | llm_ide_command | search-query | en-US | professional | small | Summarize the key differences between forward contracts and futures contracts for a non-specialist audience. | Summarize the key differences between forward contracts and futures contracts for a non-specialist audience. |
train-L0-00089 | passthrough | natural_question | meeting-notes | en-US | professional | small | Does anyone have the action items from last Tuesday's all-hands with Deidre and the operations team? | Does anyone have the action items from last Tuesday's all-hands with Deidre and the operations team? |
train-L0-00090 | mixed_punct_cap | voice_memo | calendar-entry | en-US | professional | small | Block two hours Thursday afternoon for the Hendricks proposal review Print the latest draft from the shared drive before then. don't forget to confirm the conference room with Paulette. | Block two hours Thursday afternoon for the Hendricks proposal review. Print the latest draft from the shared drive before then. Don't forget to confirm the conference room with Paulette. |
train-L0-00091 | sent_start_cap | email_dictation | meeting-notes | en-US | casual | xl | Hey everyone, so I just wanted to send a quick recap of what we talked about in today's sync because I know a few people had to drop early. we covered three main things. First, the timeline for the Rosario account rollout got bumped by about two weeks, so the new target date is the fourteenth of next month. Yolanda is ... | Hey everyone, so I just wanted to send a quick recap of what we talked about in today's sync because I know a few people had to drop early. We covered three main things. First, the timeline for the Rosario account rollout got bumped by about two weeks, so the new target date is the fourteenth of next month. Yolanda is ... |
train-L0-00092 | passthrough | email_dictation | chat | en-ZA | professional | small | Just a heads up that the Thursday debrief has been moved to two PM on Friday. Please confirm if that works for you. | Just a heads up that the Thursday debrief has been moved to two PM on Friday. Please confirm if that works for you. |
train-L0-00093 | sent_end_punct | clean_dictation | journal | en-IE | casual | xl | So I've been meaning to write this down for a while now because I keep thinking about it and then forgetting the details by the time I actually sit down with a pen or whatever. Last Tuesday I bumped into Ciarán on Grafton Street, like completely out of nowhere, and it threw me for a loop because I hadn't seen him since... | So I've been meaning to write this down for a while now because I keep thinking about it and then forgetting the details by the time I actually sit down with a pen or whatever. Last Tuesday I bumped into Ciarán on Grafton Street, like completely out of nowhere, and it threw me for a loop because I hadn't seen him since... |
train-L0-00094 | pronoun_I_cap | email_dictation | chat | en-US | professional | small | I've attached the updated slide deck and i'd appreciate your feedback before Thursday's call. | I've attached the updated slide deck and I'd appreciate your feedback before Thursday's call. |
train-L0-00095 | mixed_punct_cap | clean_dictation | document-draft | en-AU | professional | small | The review period closes on the fourteenth of March All submissions must be lodged via the Westpac portal before five PM. late applications will not be considered. | The review period closes on the fourteenth of March. All submissions must be lodged via the Westpac portal before five PM. Late applications will not be considered. |
train-L0-00096 | sent_start_cap | clean_dictation | calendar-entry | en-CA | casual | medium | Dentist appointment for Kira at Rideau Dental on Wednesday at three forty five PM. need to leave work by three at the latest to get there on time. remember to bring her coverage card from the Blue Cross folder in the kitchen drawer. | Dentist appointment for Kira at Rideau Dental on Wednesday at three forty five PM. Need to leave work by three at the latest to get there on time. Remember to bring her coverage card from the Blue Cross folder in the kitchen drawer. |
train-L0-00097 | passthrough | clean_dictation | chat | en-GB | professional | small | The Hargreaves account signed off on the revised proposal this morning so we're good to proceed. | The Hargreaves account signed off on the revised proposal this morning so we're good to proceed. |
train-L0-00098 | sent_end_punct | clean_dictation | journal | en-IN | casual | small | Uff, today was so exhausting I barely had energy to eat dinner Amma called in the evening and somehow that made everything feel a little better! | Uff, today was so exhausting I barely had energy to eat dinner. Amma called in the evening and somehow that made everything feel a little better! |
train-L0-00099 | sent_start_cap | brain_dump | search-query | en-IN | formal | large | So I have been thinking about this quite carefully and I want to understand whether the new Goods and Services Tax amendments introduced in the last Union Budget will actually affect small traders operating below the annual turnover threshold in states like Rajasthan and Madhya Pradesh. from what I have read in The Hin... | So I have been thinking about this quite carefully and I want to understand whether the new Goods and Services Tax amendments introduced in the last Union Budget will actually affect small traders operating below the annual turnover threshold in states like Rajasthan and Madhya Pradesh. From what I have read in The Hin... |
train-L0-00100 | sent_end_punct | email_dictation | journal | en-AU | casual | medium | Hey Bridget, just wanted to jot this down before I forget Mum's birthday dinner is booked at Donovans for the seventh of next month, seven thirty PM Can you let Callum and the others know? I don't want anyone to be scrambling for parking on the night. | Hey Bridget, just wanted to jot this down before I forget. Mum's birthday dinner is booked at Donovans for the seventh of next month, seven thirty PM. Can you let Callum and the others know? I don't want anyone to be scrambling for parking on the night. |
End of preview. Expand in Data Studio
Transcript Formatter Curriculum (L0–L5 + RL)
Training data behind
Akash-Sakala/gpt-oss-120b-transcript-formatter-lora:
a layered curriculum that turns raw speech-to-text transcripts into clean,
formatted transcripts. Every row is input (raw transcript) → output
(formatted), across 21 categories spanning punctuation, casing, fillers,
disfluencies, homophones, ITN, proper nouns, URLs/emails, and layout.
Subsets (use the Data Viewer dropdown)
Each curriculum level is a separate config, with a train split (*_train.csv)
and a validation split (*_val.csv). L0 is the base set with a train
split only.
| Config | Adds | Train | Validation |
|---|---|---|---|
| L0 | basics (punctuation, capitals, passthrough) | sft_l0/L0.csv |
— |
| L1 | surface edits (filler, homophone, ITN, comma, date) | sft_l1/L1_train.csv |
sft_l1/L1_val.csv |
| L2 | disfluency (stutter, false-start, backtrack) | sft_l2/L2_train.csv |
sft_l2/L2_val.csv |
| L3 | artifacts (proper nouns, URLs/emails) | sft_l3/L3_train.csv |
sft_l3/L3_val.csv |
| L4 | layout (emails, lists, symbols) | sft_l4/L4_train.csv |
sft_l4/L4_val.csv |
| L5 | corrective SFT (over-format fix, gold cleanup) | sft_l5/L5_train.csv |
sft_l5/L5_val.csv |
| RL | RL-alignment prompts (archetype-verifiable) | sft_rl/rl_align_train.csv |
sft_rl/rl_align_val.csv |
Each *_train split bakes in replay of all prior-layer categories (continued
SFT forgets un-replayed categories), so a single config is self-contained.
Schema
Curriculum configs (L0–L5):
id, category, subtype, domain, dialect, register, length_bucket, input, output
RL config:
id, archetype, reward_type, category, length_bucket, input, expected
input— raw transcript (Whisper-style output).output/expected— the formatted target.category— one of 21 (e.g.sent_end_punct,filler_removal,stutter_removal,proper_noun_fix,email_block, … andpassthrough, the negative-trap boundary).length_bucket— small / medium / large / xl. Multi-dialect (en-US/GB/AU/IN/CA/IE/ZA).- passthrough rows are negative-traps:
output == input(the model must NOT edit).
Load with 🤗 datasets
from datasets import load_dataset
# one level (config) with its splits
l4 = load_dataset("Akash-Sakala/transcript-formatter-curriculum", "L4")
print(l4) # DatasetDict({ train: ..., validation: ... })
print(l4["train"][0])
# L0 has only a train split
l0 = load_dataset("Akash-Sakala/transcript-formatter-curriculum", "L0", split="train")
License Apache-2.0 (matches the base openai/gpt-oss-120b).
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