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Datasets:
MagicNoThief
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handy-dictation-editing

Tasks:
Text Generation
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Text
Formats:
json
Languages:
English
Size:
100K - 1M
Tags:
dictation
speech-disfluency
disfluency-removal
text-editing
alpaca
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pandas
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Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
um no wait obviously not helsinki the server is hosted in prague
The server is hosted in Prague.
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for the record i've attached the invoice correction i've attached the sort of proposal because the let's see client asked for it
For the record, I've attached the proposal because the client asked for it.
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quick note the meeting is on wednesday no wait tuesday so we have time to prepare
Quick note, the meeting is on Tuesday so we have time to prepare.
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Presented to the Scottish Parliament by the Queen upon its official opening in July 1999, the mace is displayed in a glass case suspended from the lid.
Presented to the Scottish Parliament by the Queen upon its official opening in July 1999, the mace is displayed in a glass case suspended from the lid.
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Some species of cydippids have bodies that are flattened to various uh extents, so that they are wider in the plane of the let's see tentacles.
Some species of cydippids have bodies that are flattened to various extents, so that they are wider in the plane of the tentacles.
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right so wait for the build you know to finish before you deploy
Wait for the build to finish before you deploy.
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right so many of the same decisions and actually principles that apply so yeah in other criminal investigations and arrests arise also in civil disobedience cases
Many of the same decisions and principles that apply in other criminal investigations and arrests arise also in civil disobedience cases.
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quick note, i've attached the proposal. the office is in warsaw. wait sorry um the quarterly report.
Quick note, I've attached the quarterly report. The office is in Warsaw.
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who concluded that the widening disparity or rather the rising income inequality gap wasn't improving
Who concluded that the rising income inequality gap was not getting better?
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book the studio for the session
Book the studio for the session.
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as discussed we need to restart sort of well the ticket never mind we need to publish the ticket once the tests pass
As discussed, we need to publish the ticket once the tests pass.
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let me correct that not second it's on the first of the month
It's on the first of the month.
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what i meant was the deadline is in july not may
The deadline is in July.
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for the record, the deadline is in april hang on january and cc me on the reply
For the record, the deadline is in January and cc me on the reply.
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the the call is basically at three pm i mean the call is at quarter mm to three unless something changes
The call is at quarter to three unless something changes.
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mean monthly temperatures range from around 53 f in january right to 82 f in july
Mean monthly temperatures range from around 53 F in January to 82 F in July.
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send the preliminary spec to hugo forget that to rahul
Send the preliminary spec to Rahul.
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following up, we need to archive the ticket come to think of it restart and i'll update the tracker
Following up, we need to restart the ticket and I'll update the tracker.
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the office is in berlin i mean austin no no wait seattle
The office is in Seattle.
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the the budget is twenty let's see thousand once the tests pass
The budget is twenty thousand once the tests pass.
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we ship in september and let me know if that works
We ship in September and let me know if that works.
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yeah so for for the record the trial runs for one sprint it takes a month mm the deadline is in march a controversial aspect of imperialism is the defense and justification of empire-building based on seemingly rational grounds well actually the trial runs like for obviously a fortnight
For the record, the trial runs for a fortnight. It takes a month. The deadline is in March. A controversial aspect of imperialism is the defense and justification of empire-building based on seemingly rational grounds.
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heads up the conference is in dublin better make that berlin
Heads up, the conference is in Berlin.
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for the record i've attached the onboarding guide warsaw was occupied by germany from 4 august 1915 until november 1918 the disease bypassed let me see some areas and the most isolated areas were less vulnerable to contagion for most of human history higher material living standards – full stomachs access to clean wate...
For the record, I've attached the roadmap. Warsaw was occupied by Germany from 4 August 1915 until November 1918. The disease bypassed some areas, and the most isolated areas were less vulnerable to contagion. For most of human history higher material living standards – full stomachs, access to clean water and warmth f...
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i we need eight chairs hmm and i'll update the tracker
We need eight chairs and I'll update the tracker.
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please review the onboarding guide and let me know if that works
Please review the onboarding guide and let me know if that works.
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uh so as discussed order lunch for nine right that's wrong order lunch for three so we have time let's see to prepare
As discussed, order lunch for three so we have time to prepare.
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for the record i want to reschedule the release actually the university is also home to the university of chicago press the largest university press in the united states this decrease in wages caused a period of compression and decreased inequality between skilled and unskilled workers reserved matters are subjects tha...
For the record, I want to escalate the release. The university is also home to the University of Chicago Press, the largest university press in the United States. This decrease in wages caused a period of compression and decreased inequality between skilled and unskilled workers. Reserved matters are subjects that are ...
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for the record, can you update the changelog let's say the quarterly report once the tests pass and as discussed, please review the invoice or rather please review the release notes once the tests pass
For the record, can you update the quarterly report once the tests pass and as discussed, please review the release notes once the tests pass.
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forward forward it to the audit team my bad the client and anyway cc me on the reply
Forward it to the client and cc me on the reply.
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I've always taught my men that. They better clean up with their women and help them. If they did that, you know.
I've always taught my men that. They better clean up with their women and help them.
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can we move the standup to saturday
Can we move the standup to Saturday.
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Right. And even if I knew how to teach the subject matter, I don't know if I'd know how to handle that kind of a a group of kids.
And even if I knew how to teach the subject matter, I don't know if I'd know how to handle that kind of a group of kids.
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since the last release, can we move the standup to wednesday and let me know if that works
Since the last release, can we move the standup to Wednesday and let me know if that works.
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because you know you never know where they are going what they'll report or [cough] and they'll tell you they've written something down and you hope they're telling you [laughter] the truth
Because you never know where they are going, what they'll report, or, and they'll tell you they've written something down, and you hope they're telling you the truth.
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In anglophone basically academic sort of works, theories regarding imperialism are like often based on the British experience.
In anglophone academic works, theories regarding imperialism are often based on the British experience.
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one more thing we need five licences book the boardroom for the session france concentrated its forces against prussia and its allies in the european theatre of the war wait sorry four
One more thing, we need four licences. Book the boardroom for the session. France concentrated its forces against Prussia and its allies in the European theatre of the war.
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never mind not the deck i've attached the release notes
I've attached the release notes.
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so um okay so in the second quarter, we need to reject the ticket because the client asked for um it
In the second quarter, we need to reject the ticket because the client asked for it.
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so from the perspective of the object right all motion occurs as let me see if there so yeah were no gravitation whatsoever
From the perspective of the object, all motion occurs as if there were no gravitation whatsoever.
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i think for the record forward it to the sales team no i mean the audit kind of team in the meantime
For the record, forward it to the audit team in the meantime.
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uh uh so anyway The gorge is quite deep and right is the stretch of the river which is known um for its many castles and vineyards.
The gorge is quite deep and is the stretch of the river which is known for its many castles and vineyards.
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a can we move the standup to friday unless something changes
Can we move the standup to Friday unless something changes.
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what relationship with egypt erm israel is sadat against
What relationship with Israel is Sadat against?
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I brush it on, I haven't tried a* a* spray varnish. I use just a wood sealer.
I brush it on, I haven't tried a spray varnish. I use just a wood sealer.
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for the record, order lunch for let me see four i mean order lunch for fifteen once the tests pass
For the record, order lunch for fifteen once the tests pass.
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In recent recent years the sort of uh characteristic that has strongly correlated well with health in developed countries is income inequality.
In recent years the characteristic that has strongly correlated with health in developed countries is income inequality.
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one more thing, thing, the er office is in prague uh no the office is in lisbon before the end of the week
One more thing, the office is in Lisbon before the end of the week.
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we need to delay the ticket and cc me on the reply
We need to delay the ticket and cc me on the reply.
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send the draft draft to lisbon oops sorry send it to paris instead
Send the draft draft to Paris.
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so um as discussed, it takes one sprint. As a result of his let me see role in the inquiry, Isiah Bowman would come to be known as Wilson's geographer. Vaginal secretions serve as a chemical barrier following menarche, when they become slightly acidic, while semen contains defensins and zinc to kill pathogens. The unde...
As discussed, it takes two weeks. As a result of his role in the inquiry, Isiah Bowman would come to be known as Wilson's geographer. Vaginal secretions serve as a chemical barrier following menarche, when they become slightly acidic, while semen contains defensins and zinc to kill pathogens. The undergraduate college ...
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so yeah it's on the first of the month before the right end of the week
It's on the first of the month before the end of the week.
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colonial rule or physical occupation of a territory is an example of what kind of discriminating fashion no no what type of imperialism
Colonial rule, or physical occupation of a territory is an example of what kind of imperialism?
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for the record there is going to be a meeting on thursday on second thought there is going to be a meeting on tuesday unless something changes
For the record, there is going to be a meeting on Tuesday unless something changes.
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assign the ticket to ravi viruses were confirmed as human pathogens in 1901 with the discovery of the yellow fever virus by walter reed succession for the yuan dynasty however was an intractable problem later causing much strife and internal struggle black's law dictionary includes non-violence in its definition of civ...
Assign the ticket to Carlos. Viruses were confirmed as human pathogens in 1901, with the discovery of the yellow fever virus by Walter Reed. Succession for the Yuan dynasty, however, was an intractable problem, later causing much strife and internal struggle. Black's Law Dictionary includes non-violence in its definiti...
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yeah so In 1529, Warsaw for the first time became the seat of hmm the General Sejm, obviously permanent from 1569.
In 1529, Warsaw for the first time became the seat of the General Sejm, permanent from 1569.
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heads up, forward forward it to the platform team. It also has one of the fastest growing economies, with GDP growth at 6.5 percent in 2007 and 6.1 okay so percent in the first quarter of 2008. Ögedei offered his nephew Kublai a position in Xingzhou, Hebei. i'll send the update on sunday. scratch that the legal team.
Heads up, forward it to the legal team. It also has one of the fastest growing economies, with GDP growth at 6.5 percent in 2007 and 6.1 percent in the first quarter of 2008. Ögedei offered his nephew Kublai a position in Xingzhou, Hebei. I'll send the update on Sunday.
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send it to michael sort of and copy rahul
Send it to Michael and copy Rahul.
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okay so following up, the conference is in basically dublin better make that berlin and i'll update the tracker
Following up, the conference is in Berlin and I'll update the tracker.
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the actually useful part is the summary at the end
The actually useful part is the summary at the end.
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um quick note, mm we ship in april and i'll update the tracker
Quick note, we ship in April and I'll update the tracker.
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um he escalate this to the security like team to keep things moving
Escalate this to the security team to keep things moving.
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sorry like i am late the meeting is on wednesday
Sorry I am late the meeting is on Wednesday.
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for the record we're meeting at the lab sorry i meant we're meeting at the office once the tests pass
For the record, we're meeting at the office once the tests pass.
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right we ship in september so we mm have okay so time to prepare
We ship in September so we have time to prepare.
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beyond the pilot, the office is in vienna and cc like me sort of on the reply
Beyond the pilot, the office is in Vienna and cc me on the reply.
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can you update the onboarding guide i mean the deck before the end of the week
Can you update the deck before the end of the week.
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it costs twenty let's see thousand what i meant was it costs you know fifty euros and let me know if that works
It costs fifty euros and let me know if that works.
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sort of apart from the invoice there is going to be a meeting on monday in the meantime
Apart from the invoice, there is going to be a meeting on Monday in the meantime.
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for the the record book the coffee shop on main ah street for the session if that suits everyone
For the record, book the coffee shop on main street for the session if that suits everyone.
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be interesting to see how the olympics does this year with all the the n b a players playing on the olympic team
Be interesting to see how the Olympics does this year with all the N B A players playing on the Olympic team.
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yeah so basically the chemical sort of experiment that tested how i mean life originated on early earth the miller–urey experiment was conducted at the university
The chemical experiment that tested how life originated on early Earth, the Miller–Urey experiment, was conducted at the university.
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for actually the record, escalate this to the support team and cc me on the reply uh
For the record, escalate this to the support team and cc me on the reply.
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heads up, i want to escalate the release that's not right close and cc me on the reply
Heads up, I want to close the release and cc me on the reply.
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heads up up please review the proposal ravi is leading the project we need to merge the ticket scratch that please review the roadmap
Heads up, please review the roadmap. Ravi is leading the project. We need to merge the ticket.
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quick note assign the ticket to lena no no wait jane before the end of the week
Quick note, assign the ticket to Jane before the end of the week.
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one more thing, thing, the workshop runs on tuesday make that thursday before the end of the week
One more thing, the workshop runs on Thursday before the end of the week.
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right so escalate this to procurement
Escalate this to procurement.
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right so quick quick note the total is two actually thousand dollars unless something changes
Quick note, the total is two thousand dollars unless something changes.
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invite both mark and hannah to the review
Invite both Mark and Hannah to the review.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
It it certainly is. I've, [UH] I have worked on a part* part* time job, [UH] where I was a collector.
It certainly is. I've, I have worked on a part time job, where I was a collector.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
underbids underbids happen when builders ask okay so for too little money let's see to complete the project
Underbids happen when builders ask for too little money to complete the project.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
kublai's government faced financial difficulties after let me see 1279
Kublai's government faced financial difficulties after 1279.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
who can't no i meant what are internet pharmacies never called
What are internet pharmacies never called?
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
um warsaw's mixture of architectural styles reflects the turbulent history of the city and country
Warsaw's mixture of architectural styles reflects the turbulent history of the city and country.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
quick note order lunch for eight no sorry order lunch for three in the meantime
Quick note, order lunch for three in the meantime.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
according to benjamin disraeli no um lenin why must capitalistic countries not have an imperialistic policy
According to Lenin why must capitalistic countries not have an imperialistic policy?
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
yeah so heads up let's meet on tuesday the louisiana population contributed to the founding of the modern literally cajun population well on thursdays when parliament is sitting first minister's er question time takes place no hang on saturday
Heads up, let's meet on Saturday. The Louisiana population contributed to the founding of the modern Cajun population. On Thursdays, when Parliament is sitting, First Minister's Question Time takes place.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
western musical instruments were introduced to enrich chinese performing arts
Western musical instruments were introduced to enrich Chinese performing arts.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
What is the density of all wraps if a and q are coprime I meant to say compatible with a modulo 9?
What is the density of all wraps compatible with a modulo 9?
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
just checking we ship in june let's see
Just checking, we ship in June.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
heads up, the conference is in paris better make that prague and let me know if that works
Heads up, the conference is in Prague and let me know if that works.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
just checking we need thirty chairs the meeting is on sunday we're meeting at the training room the server is hosted in austin the standard and the quality of education is quite high i meant we need twelve chairs
Just checking, we need twelve chairs. The meeting is on Sunday. We're meeting at the training room. The server is hosted in Austin. The standard and the quality of education is quite high.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
please review the roadmap nope the changelog hmm
Please review the changelog.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
yeah so just checking we ship in ah april my mistake december unless something changes and one more thing we're meeting at the boardroom let me rephrase the coffee shop on main street once the tests pass
Just checking, we ship in December unless something changes and one more thing, we're meeting at the coffee shop on main street once the tests pass.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
i meant er every word of that review
I meant every word of that review.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
kind of The immune system protects organisms from infection with layered defenses uh of increasing specificity.
The immune system protects organisms from infection with layered defenses of increasing specificity.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
What key term is typically defined in connection I mean is distinct from constitutional impasse?
Constitutional impasse is distinct from what key term?
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
you know except maybe to someone whose you know really badly learning uh disabled or something but these people obviously weren't
Except maybe to someone whose, really badly learning, disabled or something. But these people obviously weren't.
Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.
um so heads up there is going to be a meeting on tuesday book meeting room two for hmm the session the right brick is a facade designed to keep the glass safe from the wind wait no there is going to be a meeting on wednesday
Heads up, there is going to be a meeting on Wednesday. Book meeting room two for the session. The brick is a facade designed to keep the glass safe from the wind.
End of preview. Expand in Data Studio

Handy dictation-editing corpus

Turns a raw dictated transcript into the text the speaker meant to write.

in : um so the meeting is uh moved to friday no wait thursday at three
out: The meeting is Thursday at three.

Three jobs at once, because they are not separable in speech: drop filler words, repair punctuation and capitalisation, and — the hard one — when the speaker changes their mind mid-sentence, delete the wording they abandoned and keep only what they settled on.

Built for the on-device enhancement layer in Handier, a fork of Handy, where a sub-500M model has to do this in under a second on a laptop with no GPU. It is not specific to that app: it is a plain instruction-tuning corpus.

Format

Two views of the same rows, generated from one list so they cannot disagree.

*_alpaca.jsonl — for fine-tuning a base model, which has no chat template of its own:

{
  "instruction": "Rewrite the dictated transcript as the speaker meant to write it. Remove filler words and hesitations, repair punctuation and capitalisation, and when the speaker corrects themselves keep only the wording they settled on. Reply with the edited text and nothing else.",
  "input": "book it for four people make that six people",
  "output": "Book it for six people."
}

*.jsonl — the same examples as an OpenAI messages array, for an instruct model that already has a chat template:

{
  "messages": [
    {
      "role": "user",
      "content": "book it for four people make that six people"
    },
    { "role": "assistant", "content": "Book it for six people." }
  ]
}

The chat view carries no system turn. That is deliberate: the behaviour is meant to live in the weights, and prepending a ~450-token instruction to a ~30-token example is most of the sequence for no gain. Measured on an earlier run, giving the fine-tune the instruction at inference was actively worse — 54/68 against 57/68 — because it started copying the prompt's own rules into its output.

The instruction is constant

Every Alpaca row carries the same instruction. This is a property of the intended use, not an oversight: the host that serves the model sends exactly this string, and a fine-tune given an instruction a few words off the one it learned degrades quietly. If you want instruction diversity, paraphrase it yourself — but then serve a matching distribution.

Serve it as one turn

Whatever you train, prompt it with the whole Alpaca string in a single turn. Splitting it — instruction into a chat "system" slot, input into a "user" slot — looks equivalent and is not. Measured on a 350M fine-tune of this corpus:

Prompt shape Result
Instruction in system, input in user Repeats itself until the token budget runs out; no stop token. ~620 ms
Whole Alpaca prompt as one turn Clean, terminated edits. ~100 ms

This bites specifically because a converted base-model GGUF often still carries a chat template, which then wraps the split prompt into a shape the model never saw in training. One assembled turn is safe either way.

Files

File Rows Size Use
handy_editor_alpaca.jsonl 89,996 45.5 MB Train on this (base model)
handy_editor.jsonl 89,996 25.0 MB Train on this (instruct model)
handy_eval_alpaca.jsonl 2,152 1.1 MB Held-out eval. Never train on it.
handy_eval.jsonl 2,152 0.6 MB The same eval, chat view
editor_train/val_alpaca.jsonl 88.2K / 1.8K — Pre-split, if you want it

Context length

Measured by rendering every row as the full Alpaca sequence — preamble, instruction, input and the response being learned — and tokenising with LFM2's tokenizer:

median p90 p99 max
handy_editor_alpaca.jsonl 128 167 277 510
handy_eval_alpaca.jsonl 126 171 256 329

512 truncates nothing, by two tokens. That is not much margin, and truncation cuts from the right — which is where the target lives, so a clipped row teaches the model to stop mid-sentence. 384 clips 146 rows. If your trainer pads dynamically, 640 costs almost nothing and removes the question; use 512 only if you are sure your renderer matches the one above.

(The chat view is shorter — max 426 — because it has no preamble.)

Composition

89,996 training rows. 15.6% come from recordings of real speech; the rest are generated from templates targeting specific failure modes.

Source Rows What it contributes
syn_retraction 21,271 Mid-sentence self-correction, the core case
syn_negative 16,713 Sentences needing no edit — the counterweight
syn_filler 11,395 Filler words and hesitations only
syn_long 9,116 Multi-sentence utterances
disfl_qa 6,980 Real human-written disfluent questions
nyra 4,921 Real disfluent speech transcripts
syn_double 4,558 Two corrections in one utterance
syn_false_start 3,798 Abandoned pronoun left stranded
syn_leading 3,798 Sentence-initial phrase wrongly dropped
syn_initial 3,038 Retraction that opens the utterance
syn_slot 2,279 Replacement landing on the wrong slot
long_real 1,109 Long-form real speech
disfluency_speech 985 Real read-aloud disfluent speech
disfl_qa_lower 35 Case-normalised variants

syn_negative at 19% is load-bearing. A corpus of nothing but corrections teaches a model that something must always be deleted, and it starts eating sentences that were fine. The five smallest generators exist because a previous fine-tune got exactly those patterns wrong.

The held-out split is held out by source

handy_eval*.jsonl is not a random slice of the training file. A slice would still share the source sentences and template instances that produced it, and would measure memorisation. Instead:

  • real utterances come from DisfluencySpeech's test split, which the training build never reads;
  • synthetic rows use a different RNG seed, with every training input excluded by hand;
  • the builder asserts zero input overlap and fails the build if that ever breaks.

How it was built

scripts/enhance-train/build_dataset.py in Handier:

python build_dataset.py --out ./corpus --n 90000 \
    --system-mode none --editor-only --format both
python validate_dataset.py ./corpus     # gate before spending GPU time

validate_dataset.py checks JSON validity, role patterns, that no target still contains a filler or a stutter, that targets are not malformed, and that no eval-suite input has leaked in.

Limitations

  • English only.
  • Punctuation style is British-ish and opinionated — sentence case, serial commas absent, full stops added. A model trained on this will impose it.
  • Short utterances dominate. The median row is a single sentence; long-form dictation is ~10% of the corpus.
  • The synthetic majority is template-shaped. It covers the failure modes it was aimed at, and generalises less well outside them.
  • Real-speech transcripts carry their annotators' choices, including some targets that are arguably worse than what a good model would write.
  • No verification rows. An earlier version of this corpus trained a second "did the meaning change?" task. Measured end to end on 400 live edits it caught 0 of 10 bad edits and rejected 1 good one, so the whole budget went to editing.

Sources and licensing

Source Licence
google-research-datasets/disfl_qa CC-BY-4.0
nyralabs/disfluency_speech_english Apache-2.0
amaai-lab/DisfluencySpeech Apache-2.0
Synthetic rows Generated by build_dataset.py

Released under CC-BY-4.0, the most restrictive of the inbound licences. Attribution to the three datasets above is required.

Check before you publish: disfl_qa is derived from SQuAD, which is CC-BY-SA-4.0. Its own Hugging Face card declares CC-BY-4.0, and this corpus follows that declaration — but if you need certainty about whether a share-alike obligation reaches this derivative, confirm it rather than relying on this note.

Citation 

@misc{handy_dictation_editing,
  title  = {Handy dictation-editing corpus},
  author = {Handier contributors},
  year   = {2026},
  note   = {Built with scripts/enhance-train/build_dataset.py},
  url    = {https://github.com/MagicNoThief/Handier-desktop}
}
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