#Hindi to English translation app | Explore Tumblr posts and blogs

srbachchan · 2 years ago

Text

DAY 5516

Jalsa, Mumbai Mar 24/25, 2023 Fri/Sat 9:03 AM

AND EVERY EFFORT BEING MADE FOR A PRESENCE AT JALSA GATE TOMORROW , SUNDAY, MAR 26 th .. AFTER LONG ! 🙏

No birthday to wish for the 25th .. but with great sadness, we received the news of the passing away of Ef Sameer Chouhan's Mother .. our sincere condolences to you, Sameer 🙏🏻 .. we are shocked and saddened by the news .. our prayers for your Mother's Soul .. and our thoughts with you in this difficult time .. be strong! .. your whole Extended Family is with you ..

Amidst the sad news also comes the passing of another creative director Pradeep Sarkar .. with whom I had just worked the other day on an Ad., ..

He was ailing and was in some strain but despite that he came to the shoot and conducted it as efficiently as possible .. a gentle soul, but very clear in his thought and ideas for the story and manner in which he desired his work to be done .. often asking artists for repeat shots because he felt it was in need of improvement .. my prayers for the family .. 🙏

I shall return in a bit .. need to attend to some work domestically .. till then my apologies and a sorry as is my wont ..

But on the subject heard or read a good piece for the word ‘sorry ‘ .. the piece was in English, but I translated that into Hindi ..

मुझसे जब लोग कहते हैं कि आपने किसी से क्षमा क्यूँ मांगी , sorry क्यूँ कहा ! तो मैं कहता हूँ कि ... ' इस लिए ,क्यूँ की जिसे मैंने sorry कहा , या जिससे क्षमा माँगी, वो मेरे अहं से ज़्यादा मायने रखते हैं ' !!

“ When I am asked why do I say sorry to someone .. I tell them that I say sorry because he that I have said sorry to is larger than my ego “ ..

Amitabh Bachchan

and I extend my gratitude to all the Ef for their wishes for Abhishek .. may you be all blessed with your love for him .. and may he prosper with your prayers .. he starts his new film today .. my prayers and wishes ..

I am most excited to read the comments of all the Ef every day .. and if there is no attention from me or a ‘return gift’ it does not mean you are ignored .. you are always loved and cared for ..

I have to say that the ChatGPT Ef has done a marvel and I am grateful for that .. to have composed and then conveyed in such style was in itself commendable .. but to get ChatGpt at it again was a discovery , as is with ChatGPT in any case .. but this was quite remarkable ..

It is the future , or rather the present .. already the improvements to the App., have taken over the World .. Chat GPT has been banned in US Schools apparently, because the kids were using it to do their homework !! 🤣 .. and every other day , some advanced technology of the system gets developed and put out, making the present or the previous one, almost redundant .. which is the norm for almost all technology .. and I do believe , and this is just a guess, the manufacturers are manufacturing stuff that lasts for limited time , so that the next invention can be produced and obviously bought .. smart .. !!

BUT ..

The creator, the greatest manufacturer, never thought so .. what he created he created to perfection and left it .. allowing it live its ‘life’ .. no updates here or upgradations .. that becomes the responsibility of the ‘goods’ manufactured ..

SO .. on the most interesting topic of Chat GPT’s .. I shall try to ask it, to write my DAY for the next DAY and see the results .. !!! 😳

May your days be filled with acclaim and prosperity and peace ..

ĀB ..

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gretheresa · 11 months ago

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Hey could share some tips abt learning new Lang you seem to have good grasp by now and I m willing to start Korean so maybe some advice would really help I g.

Have a grt day :))

I would love to! My advice won't be too structured so please bear with me 😭💕

New Script

First things first your target language has a different script. Since you've written your ask in English I understand that you're familiar with the Roman script. Please understand this, when you're learning a language and it has a script you're not familiar with, drop everything and familiarise yourself with the script first. A lot of students tend to develop a tendency of relying upon the script they already know to be able to read the text of their target language(hereinafter mentioned as TL). I'm in my third year of studying Japanese. Japanese has 3 scripts. Students who didn't familiarise themselves with the Japanese scripts still rely on writing the pronunciations of words in English. The learning of the Korean script is not just limited to memorising the letters, but as far as I can remember, the positions of the letters also matter. Essentially, you need to know the script like the back of your hand. Since the Korean language has gained a lot of traction in the past few years, there are now a number of apps for you to practice writing the script and provides flashcards for you to retain the script.

Gather Study Material/Make a Study Plan

If you're planning on self studying, do extensive research, on YouTube, Tumblr, find other people who are learning the same TL as you are, ask them what resources they use. As far as a beginner is concerned, most platforms provide basic learning material for free. If you need to get a basic framework or a goal to work towards, look for the proficiency test of your language and if it is conducted in your country. For Korean it would be the TOPIK test if I'm not wrong. The lowest level is 1, highest 5. Jot down the syllabus or print it. And start researching on gathering the material to cover that syllabus. This way you won't feel like you're arbitrarily studying whatever you can get your hands on. It'll give you a goal to work towards. For TOPIK level 1, I believe you'll easily find free resources online.

Understanding Sentence Structure

Grammar structure that is whether your TL is a Subject+Object+Verb(eg. Japanese, Hindi, Korean) or a Subject+Verb+Object(eg. English, Chinese). If you already happen to know a language that has the same sentence structure as your TL, take that language as your base language to learn the TL.

Input vs Output

When you're learning a new language, there's two things happening. One is Input, the other is your Output. Input would include reading and listening and output would be writing and speaking. Please understand that it might be a while before you can fluently create output. When you're starting out, a great amount of input is needed to "create" output in your TL. And by create I mean being able to create sentences in your TL as opposed to creating a sentence in your native language and then translating it to your TL. Being able to intuitively, effortlessly create sentences, or think in a new language takes a LOT of input. Think of how long it takes babies to speak because they don't have a base language from which they can translate. They gather input for such a long time before they can string two words together. So don't feel disheartened when you sit down to write something in your TL but words just won't come to you. It's fine. Put your focus into gathering a lot of input.

Kind of Input to Look For

An important thing to consider when you're in your quest for gathering input, is to gather such input as would be useful to your level of understanding of the TL. Imagine if a lawyer started talking to a baby to increase the vocab capacity of the baby. it won't work. Find materials suited to your level. If you're a beginner read children's books, watch children's cartoons. The good thing about being an adult is that we can learn faster than a baby, so naturally we might progress on to intermediate level more easily than a kid but that doesn't mean we can skip the part where we have to read kid's books.

Overcoming the Intermediate Level Boredom/Lack of Motivation

The true problem arises when we're at a lower intermediate level. So now we know more than just the basics, but not enough to be able to understand our favourite shows or read the novels or comics we'd like to read. The solution is to remind yourself again, that lower intermediate level requires reading and listening to content of that very level. This is the one place I've seen so many students give up because language does get progressively harder from here. And most people who are relying purely on studying grammar and cramming vocab from a boring list tend to feel super burnt out. The solution is to read and especially read fiction. Fiction will naturally create interest in finding out what a particular word means. I've never managed to learn vocab from a list. It's tedious, boring and I always run the risk of ending up hating my TL. So read, and always read the stories suited to your level of understanding.

Same goes for listening. Immerse yourself in podcasts, youtube channels of your TL. Again at the level that suits you. Being able to understand something in your TL gives a confidence boost and motivates you to study more to be able to understand even more complex grammar, which is why I'm focusing so much on gathering input that is suited to your level of understanding of the TL.

This got a bit too long than I had planned😅 I hope this helps. I might add something later on. I'd love it if other langblrs would like to add to this.

Learning a new language is soooo exciting but you must MUST know that it requires a tremendous amount of patience. When you're starting out and feel frustrated that you're still not able to understand movies or books in your target language, remind yourself that you're the equivalent of a 6-7 year old student when you're studying the language and be kind to yourself as you would be to a kid. I hope I was able to help you out, sending all the love for your language learning journey💕

#langblr #a guide to language learning #how to study a new language #studyblr #studyspo #study community #langblr community #japanese langblr #hangeul #language #languages

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seekmemystar · 6 months ago

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मैं एक चिंपैंजी हूं और चैती के लिए तुम मेरी मां की तरह हो

main ek chimpainjee hoon aur chaitee ke lie tum meree maan kee tarah ho

I'm a chimpanzee and to Teal you're like my mother

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TAKE THIS AWAY FROM ME @prongsbitch 🤺🤺🤺

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moncheriesu · 9 months ago

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Before you go, leave a lingering feeling that’ll last for me.

Love, show me love. If I can, if I only can.

I will shine a bright light on you

dear jj,

it's been a while since I have written an entry and I honestly do miss writing about you. you've been very vocal about missing me these days and I wish I was able to do the same :( but in here, I can bravely say it.

I missed you, too. To be honest, I miss you every moment like how the earth keeps rotating on its axis. Is it corny if I say that I also miss you even when I sleep?

Sorry ang torpe ko and hindi ko mapahalata sayo 😔

Also, do you remember this song na pinarinig ko on my ig notes? Actually, it has nothing to do with you but with my feelings rather. That morning, I woke up missing you and naghahanap ako ng song na pwede ko maiparinig sayo. I suddenly had thoughts about this song so I searched for its English translation and to be specific.

However, I came across a medium (app) blog about it, read it, and then watched the music video. It literally left me on shambles kasi I can relate to it. I've been keeping my feelings for you so long kasi I kept on hesitating.

Do you know just how much of an impact you've done to me the moment I was unaware na you're becoming a part of my life na?

Dati when you're still active na mag sp, makita lang kita sa feed ko ayun masaya na ako. Makareceive lang ako ng notifications from you, abot tenga na ngiti ko. Seeing you making patol sa parinigs ko sa ig, grabe... gagged kumbaga. Recently, we had interactions as well? a LOT pa nga omg. imagine yung kilig ko diba? over the top oa kilig ganern.

Sometimes, I can't help but think to myself of how I was lucky to (at least) meet someone who is sobrang pogi ng vibes pero super goofy at the same time (my typeee hagsgdgs). I'm just glad na there's someone who I can look forward seeing after a long day, kahit pa sa internet lang. I remember nung may duty pa, pauwi palang ako, nagpapahinga na agad ako kasi ayun nga nakikita ko na online ka ><

I want to tell all of those things to you.

Pero what I realized after listening to this song is that: keeping these feelings can also break my heart.

Someday, I'll be able to express how much you meant to me and how much I am missing you every moment of the day. I hope that I'll be able to say those things without the fear in my heart holding me back.

#dearjj #060324 #i missed you so much only if you knew

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yinyuedijun · 10 months ago

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Hello mao! Just read your new fic (translation). Firstly, i think you write in a rather intelligent way, which is rare on this app, and i really like it. It adds depth and makes me feel more invested in the story.

Secondly, talking about native languages; in my case, despite growing up here my whole life, i still can't speak my native language (konkani) out of fear I'll get the grammar wrong. The same goes for the other language i grew up learning (hindi). I can only understand both the languages for most part, after learning it in school and listening to other people speak, and some basic communication. My parents, although being natives from here, grew up in different parts of the country and later settled here. Hence i ended up learning English as a default. When I went to live in a different state for college, my friends there would ask me to speak a few words to them in konkani but i was too embarrassed to say anything, in a way that I'd find it strange hearing those sounds from my mouth (and pronouncing something wrong).

Idk if this is similar to experiencing cultural loss. I feel stupid that i grew up here and yet feel rather detached to my culture for most part. Even more so after being more exposed to online fandoms, because whenever my country comes up, my culture is something many would've not even heard of. It's kind of like a minority of sorts.

Okay sorry this is such a rant i hope this isn't a problem (just felt i could share this here)😭

Thanks for reading all this if you did.

hi nash!!! thank you so much for reading translation, I'm glad you found it well-written and engaging 🫶 I actually feel there's a ton of skilled writers with intelligent writing styles on this app actually 😅 but it's an honour that you feel I am among them!

I do totally feel that what you are describing is for sure a kind of language loss! I had a couple of other people share similar anecdotes; they didn't leave their country per se but they moved within the country or they were educated in english and now they have a very hard time with their mother tongue. the dialect that I speak is actually in decline in its literal originating city due to government policy. language loss can in happen so many different types of contexts but I think so many people who have experienced it can relate to, like, the anxiety over getting it wrong, or the embarrassment of not being at the level of a native speaker level even though you are technically native speaker. and I feel one's relationship w language can get so strange if no one else has heard of your language in these online spaces, because then it's almost like a part of you isn't seen!!

anyhow what I'm trying to get at is, I'm very grateful that you read my fic and I'm so happy that you felt it resonated ! thank you so much for sharing your experiences w me 💞💞

#yueshuo.asks #asks.nash

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englishontips · 1 year ago

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How To Speak English Fluently And Confidently?

Communicating in English easily and without hesitation can appear to be a unimaginable accomplishment for some. However, with the right techniques and commitment, English familiarity is a feasible objective for any language student.

In this thorough aide, we will investigate demonstrated procedures to dominate English familiarity alongside defeating normal road obstructions. Read on to unlock your full potential for flawless English communication.

Why English Fluency Matters

Before diving into fluency strategies, let’s first understand why English fluency is such a valuable skill. Here are some of the top benefits of speaking English fluently:

Boost Career Prospects

English is the worldwide language of business. Familiarity can open up open positions and speed up your vocation development. Businesses profoundly prize competitors who can convey plainly and really in English.

Succeed in Academics

For students and academicians, English fluency leads to better educational outcomes. It allows comprehending study materials, acing exams, conducting research and communicating ideas clearly.

Travel Without Barriers

English is spoken universally. Fluency in the language helps travelers navigate seamlessly while discovering new cultures and places. You can interact easily with locals and make friends worldwide.

Gain Confidence

Having the option to offer your viewpoints and thoughts fluidly in English is significantly enabling. It helps confidence and gives you the certainty to seek after your interests.

Obviously, familiarity can be groundbreaking for your schooling, vocation, side interests and self-improvement. Presently we should investigate demonstrated methods to accomplish English authority.

Strategies for Improving English Fluency

Here are effective strategies and tips recommended by language experts to gain long-term English fluency:

Surround Yourself with English

To soak up the language, immerse yourself in English-speaking environments. Watch English news channels, movies and TV shows without subtitles. Listen to educational podcasts and English music to get accustomed to pronunciation patterns. Spend time on sites like Englishontips.com which provide lessons and resources for learning English. The more exposure you have, the faster you will absorb the language.

Have Conversations

Practice speaking every day with a language partner or tutor. Active conversations allow reinforcing proper grammar and vocabulary while improving spoken confidence. Get corrected on mistakes and focus on tricky sounds. Apps like Tandem let you find language exchange partners worldwide.

Read Aloud

Reading out loud daily strengthens pronunciation and the ability to structure sentences. Start with children’s books and work your way up to more complex texts like newspapers and novels. Record your reading to listen back and identify problem areas. Apps like Speechling provide reading aloud exercises.

Think in English

Challenge yourself to think in English rather than translating in your head. Inner dialogue and self-talk in English will make external speech more natural. Write a daily journal in English to enhance thinking skills. For example, you could write imperative sentences in hindi and then translate them to English to practice both languages. The more you engage in thought processes directly in English, the faster your mastery will improve.

Continually Learn Vocabulary

Having an extensive vocabulary is vital for fluent communication. Learn 20 new words daily using digital flashcards and dictionary apps. Weave these new words into your speech and writing. Reading extensively will also expand your vocabulary over time.

Practice Public Speaking

One of the best ways to gain verbal fluency is by practicing public speaking at every opportunity. Join Toastmasters or a public speaking course to build skills. Upload presentation videos online to review and improve.

Receive Feedback

Ask for feedback from tutors, teachers, native speakers and language partners to improve. Record conversations and analyze your speech patterns. Critical feedback will highlight problem areas for you to work on. View mistakes positively as learning experiences.

Set Daily Goals

Define specific measurable goals and dedicate time daily to achieve them. For example, “I will learn 20 new words and have a 30-minute English conversation with my language partner today.” Maintaining consistency is key.

By combining the above tips into your daily routine, your English fluency will improve dramatically within months. Along with strategies, having the right mindset and motivation are equally critical.

Adopting the Right Mindset for Fluency

More than techniques, achieving fluency requires the right attitude and mindset. Here are some top tips for the optimal English learning mentality:

Acknowledge Flaws Gracefully

Accept that even native speakers make mistakes occasionally. View errors as feedback for improvement rather than reasons for embarrassment. Focus more on getting your message across than speaking perfectly.

Let Go of Inhibitions

Many learners are inhibited by the fear of mistakes or sounding non-native. But the only way to become fluent is by speaking up confidently. Make mistakes fearlessly and course-correct. Eventually, your speech will become flawless.

Be Patient

Remember that gaining fluency requires rigorous long-term practice rather than overnight success. Set incremental goals and celebrate small wins. With regular practice, you will get to an advanced level step-by-step.

Immerse Fully

To absorb a language, you need complete immersion. Don’t let excuses like lack of time prevent your progress. Become obsessed with English – watch, listen, speak, read, write as much as possible! Full immersion accelerates fluency.

Have a Growth Mindset

Believe that language skills can be developed through dedication and practice. Many adult learners feel being fluent is impossible after a certain age. But human brains retain language learning capacity well into adulthood. Stay motivated.

Adopting the right learning attitude and mindset sets you up for success in your quest for English mastery. Along with strategies, having grit and motivation will ensure long-term language fluency.

Overcoming Roadblocks in English Fluency

Despite consistent practice, some common challenges can obstruct your path to fluency:

Anxiety About Mistakes

Many learners hesitate to speak up fearing they will make errors. But mistakes are inevitable and essential for improvement. Let go of perfectionism, speak courageously and course correct. Each error gets you closer to fluency.

Lack of Motivation

It’s common to lose motivation, especially after hitting a plateau in progress. Rekindle motivation by setting new goals, joining a language course or finding accountability partners. Stay inspired by reading fluency success stories.

Limited Vocabulary

Growing vocabulary requires devoted exertion. Understand books, and papers, pay attention to digital recordings and use cheat sheets to learn new words day to day. Applying vocabulary through speaking and writing cements learning.

Fears Around Pronunciation

Don’t let concerns about not sounding “native-like” prevent you from speaking up. Focus on clarity rather than perfection. Record speeches and converse with native speakers to enhance pronunciation.

Negative Self-Talk

Self-doubt and negative self-talk can impede language progress. Notice negative thoughts and reframe them. Instead of “I can't do this”, say “I am becoming more fluent daily with practice.” Be your own cheerleader!

Addressing these common hurdles proactively will help you attain English fluency faster. Seek help from teachers if needed, but keep pushing yourself out of the comfort zone.

Maintaining and Improving Your English After Reaching Fluency

Congratulations, you have now achieved your goal of English fluency! But language learning is an ongoing endeavor. Here are tips to maintain and continue enhancing your English skills:

Have daily conversations with native speakers

Read books, newspapers and magazines in English

Write regularly - maintain a journal, blog or write articles

Limit passive activities like watching movies; stay actively engaged with the language

Join a language course or immerse yourself in an English-speaking country periodically to improve proficiency

Learn new vocabulary words and phrases consistently

Continually seek feedback on your spoken and written English

Surround yourself with people who challenge your language skills and push you to improve

Staying actively engaged with English even after gaining fluency will help you move from proficiency to mastery. This ensures you retain your hard-earned fluency and continue progressing.

Conclusion: Dedication Is Key for English Fluency Success

Gaining mastery over spoken and written English requires dedication and immersion. But fluency is an achievable goal for any motivated learner. Setbacks and plateaus will occur, but consistent practice will ensure long-term success.

Follow the strategies outlined here - converse daily, expand vocabulary, get feedback, read aloud, think in English and more. Complement these with developing a positive attitude. Be patient with yourself on the journey and celebrate small milestones.

With customary practice and devotion, you will change from reluctant speaker to familiar communicator. Open interminable individual and expert open doors through the endowment of English familiarity. Your example of overcoming adversity is ready to be composed.

What Is The Fastest Way To Gain English Fluency?

Full immersion by surrounding yourself with English media, conversations, books etc. is the fastest way. Living in an English-speaking country accelerates fluency. Daily practice is vital - read, write, speak and listen actively.

How Can I Learn English Fluently At Home?

Watch English news, movies, podcasts without subtitles

Read aloud and write daily - maintain a journal

Have conversations with language partners via apps or online tutoring

Think in English; use flashcards and listen to educational content

Practice public speaking - record videos of yourself presenting on topics

What Are 5 Tips For Improving English Fluency?

Converse in English daily

Continuously expand your vocabulary

Improve pronunciation and accent through recordings

Read out loud daily

Immerse fully in English - media, books, environment

How Do I Keep Improving My English After Becoming Fluent?

Have daily conversations with native English speakers

Read books, newspapers, magazines in English

Maintain a journal or blog in English

Limit passive activities, stay actively engaged with the language

Learn new vocabulary consistently

Take periodic immersion trips to English-speaking countries

#trans rights #nex benedict #dimension 20 #fantasy high #our flag means death

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inverted-flowers · 1 year ago

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Funny thing about me is I'm bad at typing lol. It takes me ages and I make so many typos. So um... I was texting one of my friends yes? And I really messed up my typing cuz I was laughing and this is what I said:

"KMAI HET GUCMIED"

Yes that's supposed to be English.

It sure does look like it could be a different language though so I ran the "words" through google translate.

Kmai translates to "Earnings" from Hindi

Het translates to "It" from Dutch

Guc translates to "All of us" from Basque

Mied translates to "Avoid" from Afrikaans

"Gucmied" did not exist in any language according to google so I broke it up.

So now my friend changed his name on messaging app to "Gucmied" and from now on instead of telling people to "lmao get fucked" I will be saying ominously "All of us avoid earning it".

Thank you. Have a nice day. I think I'm gonna just go lay down now...

#typos #wowzers #i made a thing #that thing is a mess of the English language and several others #thanks for putting up with me #love my friends

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reviewrating · 7 days ago

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livesanskrit · 2 months ago

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Send from Sansgreet Android App. Sanskrit greetings app from team @livesanskrit .

It's the first Android app for sending @sanskrit greetings. Download app from https://livesanskrit.com/sansgreet

Nilkanth Gurtoo.

Nilkanth Gurtoo (1925–2008) was a Kashmiri Sanskrit & Shaiva scholar and professor who translated many philosophical texts into Hindi or English.

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digital-translation · 3 months ago

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jcmarchi · 4 months ago

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Apple’s Solution to Translating Gendered Languages

New Post has been published on https://thedigitalinsider.com/apples-solution-to-translating-gendered-languages/

Apple’s Solution to Translating Gendered Languages

Apple has just published a paper, in collaboration with USC, that explores the machine learning methods employed to give users of its iOS18 operating system more choice about gender when it comes to translation.

In iOS18, users can select alternative gender suggestions for a translated word in the native Translate app. Source: https://support.apple.com/guide/iphone/translate-text-voice-and-conversations-iphd74cb450f/ios

Though the issues tackled in the work (which Apple has announced here) engages, to a certain extent, in current topical debates around definitions of gender, it centers on a far older problem: the fact that 84 out of the 229 known languages in the world use a sex-based gender system.

The red dots indicate languages that use a sex-based gender system. Source: https://wals.info/feature/31A#map

Surprisingly, the English language falls into the sex-based category, because it assigns masculine or feminine singular pronouns.

By contrast, all Romance languages (including over half a billion Spanish speakers) – and multiple other popular languages, such as Russian – require gender agreement in ways that force translation systems to address sex-assignment in language.

The new paper illustrates this by observing all possible Spanish translations of the sentence The secretary was angry with the boss:

From the new paper, an example of the potential gender assignments in the sentence ‘The secretary was angry with the boss’, translating from English to Spanish. Source: https://arxiv.org/pdf/2407.20438

Naïve translation is far from sufficient for longer texts, which may establish gender at the start (‘He’, ‘She’, etc.) and thereafter not refer to gender again. Nonetheless, the translation must remember the assigned gender of the participant throughout the text.

This can be challenging for token-based approaches that address translations in discrete chunks, and risk to lose the assigned gender-context throughout the duration of the content.

Worse, systems that provide alternative translations for biased gender assignments cannot do this indiscriminately, i.e., by merely substituting the gender noun, but must ensure that all other parts of language agree with the changed gender noun.

In this example from the Apple/USC paper, we see that though Secretary has been assigned a male gender, the singular past was has been left as feminine (estaba):

Brute-force gender substitutions can neglect necessary gender agreement. In this example, the word ‘enojada’ should be ‘enojado’, to agree with the masculine ‘El secretario’.

A translation system must also cope with the eccentricities of particular languages in regard to gender. As the paper points out, the pronoun I is gendered in Hindi, which provides an uncommon clue to gender.

Gender Issues

In the new paper, titled Generating Gender Alternatives in Machine Translation, the Apple and USC researchers propose a semi-supervised method to convert gender-ambiguous entities into an array of entity-level alternatives.

The system, which was used to inform translation from the Apple Translate app in iOS18, constructs a language schema by both the use of large language models (LLMs), and by fine-tuning pre-trained open source machine translation models.

The results from translations from these systems were than trained into an architecture containing gender structures – groups of phrases that contain diverse forms of varying gendered nouns representing the same entity.

The paper states*:

‘Gender biases present in train data are known to bleed into natural language processing (NLP) systems, resulting in dissemination and potential amplification of those biases. Such biases are often also the root cause of errors.

‘A machine translation (MT) system might, for example, translate doctor to the Spanish term médico (masculine) instead of médica (feminine), given the input “The doctor asked the nurse to help her in the procedure”.

‘To avoid prescribing wrong gender assignment, MT systems need to disambiguate gender through context. When the correct gender cannot be determined through context, providing multiple translation alternatives that cover all valid gender choices is a reasonable approach.’

The approach that the researchers arrive at effectively turns a translation from a single token to a user-controlled array.

(Though the paper does not mention it, this opens up the possibility, either in Apple Translate or in similar portals that offer translation services, for user choices to be fed back into later iterations of the model)

The model Apple and USC developed was evaluated on the GATE and MT-GenEval test sets. GATE contains source sentences with up to 3 gender-ambiguous entities, while MT-GenEval contains material where gender cannot be inferred, which, the authors state, aids in understanding when alternative gender options should not be offered to the user.

In both cases, the test sets had to be re-annotated, to align with the aims of the project.

To train the system, the researchers relied on a novel automatic data augmentation algorithm, in contrast to the aforementioned test sets, which were annotated by humans.

Contributing datasets for the Apple curation were Europarl; WikiTitles; and WikiMatrix. The corpora was divided into G-Tag (with 12,000 sentences), encompassing sentences with head words for all entities, together with a gender-ambiguous annotation; and G-Trans (with 50,000 sentences), containing gender-ambiguous entities and gender alignments.

The authors assert:

‘To the best of our knowledge, this is the first large-scale corpus that contains gender ambiguities and how they effect gendered forms in the translation.’

Datasets and diverse data for the project have been made available on GitHub. The data features five language pairs, pitting English against Russian, German, French, Portuguese and Spanish.

The authors leveraged a prior approach from 2019 to endow the model with the capability to output gender alignments, training with cross entropy loss and an additional alignment loss.

For the data augmentation routine, the authors eschewed traditional rule-based methods in favor of a data-centric approach, fine-tuning a BERT pre-trained language model on the G-Tag dataset.

Double-Take

For cases where ambiguous gender entities are detected, Apple and USC explored two methods – the fine-tuning of pre-trained language models, and the use of LLMs.

In regard to the first method, the paper states:

‘We fine-tune a pre-trained MT model M on a bitext extracted from the G-Trans dataset. The source sentences of this bi-text contain ambiguous entities tagged as masculine or feminine using <M>/<F> tags, and the target translation has correct gender inflections given the gender tags.’

An illustration of the schema for extracting bi-text from the G-Trans dataset.

In the image above, we see the fine-tuned text in the lower middle column, and the desired output in the right column, with the underlying rationale illustrated above.

For this approach, the authors made use of a lattice rescoring method from an earlier 2020 work. To ensure that only the target domain (gender) was addressed, a constrained beam search was used as a filter.

For the LLM approach, the authors devised a strategy that uses an LLM as an editor, by re-writing the supplied translations to provide gender assignments.

The LLM is prompted using an in-context example in order to assign gender.

With results from both approaches concatenated, the model was subsequently fine-tuned to classify source tokens as aligned (indicated by ‘1′ in the schema below) or non-aligned (indicated by ‘2′ below).

A schema for the concatenation of results from both approaches.

Data and Tests

The ambiguous entity detector used for the project was developed by fine-tuning Facebook AI’s xlm-roberta-large model, using transformers. For this, the combined G-Tag was used across all five language pairs.

In the first of the aforementioned two approaches, the M2M 1.2B model was trained on Fairseq, jointly with bi-text data from the G-Trans dataset, with gender inflections provided by Wiktionary.

For the LLM method, the authors used GPT-3.5-turbo. For the alignment of gender structures, xlm-roberta-large was again used, this time with gender alignments extracted from G-Trans.

Metrics for the evaluation of alternatives, structure (with precision and recall), and alignment accuracy.

Though the first two of these are self-explanatory, alignment accuracy measures the percentage of output gender structures that conform to the known correct source identity, and uses the δ-BLEU method, in accordance with the methodology for MT-GenEval.

Below are the results for the data augmentation pipeline:

Results from the data augmentation tests. Upward arrows indicates ‘higher-the-better’, downward ‘lower-the-better’.

Here the authors comment*:

‘Both M2M and GPT perform mostly on par with the exception of English-Russian, where GPT achieves much lower alternatives recall (58.7 compared to 89.3). The quality of generated gender structures is better for GPT on English-German and English-Portuguese and better for M2M on English-Spanish and English-Russian, as can be seen from the structure metrics.

‘Note that we don’t have any G-Trans data for English-Italian, so the results of the M2M model and the alignment accuracy on English-Italian are purely due to zero-shot generalization of M2M and XLM models.’

The researchers also compared the data augmentation system’s performance, via M2M, against GATE’s sentence-level gender re-writer, on GATE’s own stated terms.

The Apple/USC data augmentation pipeline pitted against the GATE sentence-level method.

Here the paper states:

‘We see significant improvements in recall at the cost of relatively small degradation in precision (except English-Italian). Our system is able to outperform GATE on their proposed F.5 metric on all 3 language pairs.’

Finally, the authors trained diverse ‘vanilla’ multilingual models into vanilla bi-text. The contributing datasets were WikiMatrix, WikiTitles, Multi-UN, NewsCommentary, and Tilde.

Two additional vanilla models were trained, one incorporating the G-Trans dataset with the prefixed tag <gender>, which was employed as the supervised baseline; and a third, incorporating gender structure and alignments (on the smaller local model, since using GPT’s API-based services would have been very expensive for this purpose).

The models were tested against the 2022 FloRes dataset.

End-to-end vanilla machine translation models tested (P = precision, R = recall).

The paper summarizes these results:

‘The vanilla model cannot generate alternatives and shows a huge bias towards generating masculine forms (δ-BLEU ranging from 5.3 to 12.5 points).

‘This bias is greatly reduced by the supervised baseline. The model trained on augmented data further reduces the bias and obtains the best performance in terms of alternative metrics, alignment accuracy, and δ-BLEU.

‘This shows the effectiveness of the data augmentation pipeline. Augmented data also allows us to train a competitive system for English-Italian which lacks supervised data.’

The authors conclude by noting that the success of the model has to be considered in the broader context of NLP’s struggle to rationalize gender assignment in a translation method; and they note that this remains an open problem.

Though the researchers consider that the results obtained do not fully achieve the aim of the generation of entity-level gender-neutral translations and/or disambiguations regarding gender, they believe the work to be a ‘powerful instrument’ for future explorations into one of the most challenging areas of machine translation.

* My conversion of the authors’ inline citations to hyperlinks

First published Tuesday, October 8, 2024

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tsreviews · 5 months ago

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Arabic, Chinese (Simplified), Czech, Dutch, English, French, German, Hindi, Hungarian, Italian, Japanese, Korean, Polish, Portuguese, Russian, Spanish, Turkish.

This will help you cater to a wider audience and increase your brand’s global presence.

Generate UNLIMITED Scripts With ChatGPT With A Single Prompt For Any Purpose!

Never run out of ideas or scripts again with our ChatGPT feature. Simply enter a single prompt and let VocalVibes AI’s advanced AI technology generate unlimited scripts for any purpose you need - whether it’s for marketing, customer service, virtual assistants, or educational tools.

Customizable Voice Settings For That Perfect Fit

With our customizable voice settings, you can adjust parameters such as pitch, speed, and tone to match your specific preferences or requirements. This ensures that your voice clones and voiceovers sound exactly how you want them to, making them unique to your brand.

Enhance Engagement & Personalization With Contextual Emotion Application

Stand out from the competition by adding contextual emotional tones to your voice clones. This feature analyzes the context of the text and applies appropriate emotions for a more engaging and personalized experience for your audience.

Realistic Speech Patterns For A More Lifelike Experience

Our software closely mimics human natural speech patterns, making the voice clones sound more realistic and lifelike. This enhances the overall user experience and makes your brand stand out.

Enhanced Pronunciation Accuracy For Clear & Fluent Voiceovers

With our advanced AI technology, our software can accurately pronounce words and phrases in different languages for a clear and fluent voiceover experience. This ensures that your audience understands and connects with the message you are trying to convey.

Multiple Language Accents To Perfectly Match Your Target Audience

Choose from multiple language accents to ensure that your voice clones perfectly match your target audience. From regional dialects like Cantonese for Chinese and various English accents (e.g., British, American, Australian) - you can cater to a variety of audiences with ease.

Voice Synthesis for Personalized Branding

Make your brand stand out and sound unique with our voice synthesis feature. This allows you to personalize voices for specific branding or use cases, making your voice clones truly one-of-a-kind.

Make Any Type Of Content, In Any Niche, Any Industry Come To Life Effortlessly

Whether you want to record a video ad, podcast, audiobook, demo video, review video, video course, explainer video, or any other type of content - our software can bring it to life effortlessly with our realistic and high-quality voice clones.

Professional Quality Output So You Can Sound Your Best

Our software uses the latest in AI technology to produce high-quality voiceovers that sound professional and natural. No need to hire expensive voiceover artists or spend hours recording and editing - with VocalVibes AI, you can sound your best in just a few clicks.

Scalability For High-Volume Requests Without Compromising Quality

Our software is designed to handle large volumes of text or voice requests without compromising on performance or voice quality. No matter how big your project is, VocalVibes AI has got you covered.

Transcribe Audio & Video Files Into Text Within Seconds

Need to transcribe an audio or video file quickly? Our software has got you covered. With our advanced AI technology, we can accurately transcribe audio and video files into text within seconds, saving you time and effort.

Merge Multiple Voice Overs Into One Seamless Audio File

Easily merge multiple voice overs into one seamless audio file with our software. This is perfect for longer recordings or projects that require multiple voices, making the editing process smoother and more efficient.

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