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Open-source language AI challenges big tech’s models

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An international team of around 1,000 largely academic volunteers has tried to break big tech’s stranglehold on natural-language processing and reduce its harms. Trained with US$7-million-worth of publicly funded computing time, the BLOOM language model will rival in scale those made by firms Google and OpenAI, but will be open-source. BLOOM will also be the first model of its scale to be multilingual.

The collaboration, called BigScience, launched an early version of the model on 17 June, and hopes that it will ultimately help to reduce harmful outputs of artificial intelligence (AI) language systems. Models that recognize and generate language are increasingly used by big tech firms in applications from chat bots to translators, and can sound so eerily human that a Google engineer this month claimed that the firm’s AI model was sentient (Google strongly denies that the AI possesses sentience). But such models also suffer from serious practical and ethical flaws, such as parroting human biases. These are difficult to tackle because the inner workings of most such models are closed to researchers.

As well being a tool to explore AI, BLOOM will be open for a range of research uses, such as extracting information from historical texts and making classifications in biology. “We think that access to the model is an essential step to do responsible machine learning,” says Thomas Wolf, co-founder of Hugging Face, a company that hosts an open-source platform for AI models and data sets, and has helped to spearhead the initiative.

“It was long overdue that this technology diffused into the open-source world, and this is quite an interesting way for it to have happened,” says Connor Leahy, co-founder of EleutherAI, which is creating its own open-source large language model in English and was not involved in the project.

Learning machines

Large language models are algorithms that learn statistical associations between billions of words and phrases to perform tasks such as generating summaries, translating, answering questions and classifying text. Built using brain-inspired architectures known as neural networks, the models train through adjusting values, called parameters, by blanking out words and comparing their predictions with reality. BLOOM has 176 billion parameters, on a par with GPT-3, one of the best-known such models, which was created by the non-profit firm OpenAI and licensed by Microsoft.

Although such models are sometimes impressive — generating poetry or correctly answering trivia questions — they have no sense of the meaning of language, which causes them to also create gibberish. More worryingly, they can also promote abuse or self-harm, and echo existing racist or sexist associations that are sewn throughout the human-written text they learn on, such as linking ‘Islam’ with terrorism. The models generally cost millions of dollars to train and have an enormous carbon footprint (BigScience eventually plans to reveal its carbon emissions).

Whereas most natural-language models are built by small in-house teams, BLOOM was the work of hundreds of researchers — mostly academics — including ethicists, legal scholars and philosophers, but also some employees from Facebook and Google, working in a personal capacity. To train BLOOM, BigScience was granted free access to France’s national Jean Zay supercomputer facility outside Paris. The model is currently in the last few weeks of its three-month training period.

Hand-picked text

Models are only as good as the data sets they are based on, so a major task was selecting what texts the model should learn from, says Yacine Jernite, a machine-learning researcher at Hugging Face. Most major models rip language directly from the web, including sites such as Reddit. Instead, the BigScience researchers hand-picked nearly two-thirds of their 341-billion-word data set from 500 sources. Among them was Semantic Scholar, an AI-backed search engine for academic publications that also includes content such as Nature news articles. The sources were suggested during a series of workshops, including with community groups, such as the African natural-language-processing community Masakhane, LatinX in AI and Machine Learning Tokyo. “We wanted to make sure people with proximity to the data, their country, the language they speak, had a hand in choosing what language came into the model’s training,” says Jernite.

To make full use of the computing power available, the team topped up the data trove using a multilingual web crawl, filtered for quality and with some redaction for privacy. The collaboration also attempted to reduce the usual over-representation of porn sites (which can lead to sexist associations in the model) but without excluding keywords that would remove content associated with frank discussion of sexuality in often under-represented communities.

Jernite acknowledges that BLOOM will not be free of biases. But by providing it with multicultural and high-quality sources, the team hopes to improve on existing models. Crucially, because the code and data set behind the model are open, researchers can try to understand the roots of harmful behaviours, which could improve future iterations, says Wolf.

Evaluation of the model will also differ from the usual benchmarks, says Ellie Pavlick, a natural-language-learning researcher at Brown University in Providence, Rhode Island. As well as comparing BLOOM against other models in its abilities to, for example, answer questions, researchers also want to look at more diverse metrics, such as how strongly it makes certain stereotyped associations or how biased its abilities are towards a specific language. Pavlick hopes that because the model has been trained to be multilingual, it might have a deeper understanding of language, which could help in its ability to generalize to a diversity of tasks.

Leahy predicts that the model might perform slightly worse than other large models in English, given its smaller data set in the language, but that should be balanced by markedly better performance elsewhere.

Free to use

The fully trained BLOOM model will be available to download for researchers who want to experiment with it or train it on new data for specific applications. But downloading it and running it requires significant hardware capacity. Because that’s available to so few research teams, BigScience will also publish smaller, less hardware-intensive versions as well as create a distributed system that allows labs to share the model across their servers. In addition, Hugging Face will release a web application that will enable anyone to query BLOOM without downloading it. A similar application will be available for the early release later this week.

BLOOM could find uses in research outside AI. Francesco de Toni, a linguist at the University of Western Australia in Perth, jointly leads a BigScience working group that is looking at using models to extract information from collections of historical texts that are too large to go through by hand. Models can, for example, extract all the names or goods mentioned in a collection of letters by Renaissance merchants — information that would be impossible to find using a search engine.

BLOOM comes with documentation that outlines its capabilities and limitations. Using it also requires signing up to an evolving legal licence that commits researchers to not use the model for malicious or inappropriate ends, such as generating fake news. The collaboration will monitor how the model is applied and adjust the license and documentation as necessary, says Giada Pistilli, an ethicist at Hugging Face and philosopher at the Sorbonne University in Paris who co-chaired BigScience’s ethical and legal working group. “It’s really hard to imagine and predict all the uses,” she says.

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Unveiling the Best in Review Ter: A Comprehensive Exploration

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Unveiling the Best in Review Ter: A Comprehensive Exploration

Explore the world of review ter with our detailed guide. Learn about the nuances, benefits, and FAQs related to this intriguing subject. Discover everything you need to know for an informed perspective.

Introduction:

Delving into the intricacies of review ter unveils a fascinating realm filled with insights and opportunities. In this comprehensive guide, we’ll navigate through various aspects, shedding light on the significance, applications, and common queries associated with review ter.

Review Ter Demystified

Understanding Review Ter

Embark on a journey to comprehend the essence of review ter. This section will unravel the core concepts, providing a foundation for your exploration. Review ter, often underestimated, plays a pivotal role in various domains, influencing decisions and shaping perspectives.

The Dynamics of Review Ter

Explore the dynamics that make review ter a critical component in today’s landscape. From its impact on user experiences to its role in shaping online narratives, grasp the multifaceted nature of review ter.

Why Review Ter Matters

Dive deep into the significance of review ter. Understand why businesses, individuals, and communities value the input and opinions encapsulated in reviews. Uncover the ways in which review ter contributes to credibility and trust.

Navigating the Review Ter Landscape

Types of Review Ter

Discover the diverse categories within the review ter domain. From product reviews to service evaluations, this section sheds light on the various types, helping you discern the nuances and specificities of each.

Positive Review Ter

Explore the positive side of review ter. Understand how positive reviews can be a driving force for businesses and individuals alike. Learn the art of cultivating and leveraging positive feedback for optimal results.

Dealing with Negative Review Ter

Navigate through the challenges presented by negative reviews. Gain insights into effective strategies for handling criticism, turning negative feedback into an opportunity for improvement.

Review Ter: Real-life Experiences

Personal Encounters with Review Ter

Embark on a journey through real-life experiences involving review ter. This section shares anecdotes and insights, offering a glimpse into the impact review ter can have on individuals and businesses.

Success Stories through Review Ter

Uncover success stories shaped by positive reviews. From small enterprises to industry giants, witness how review ter has been a catalyst for growth and success.

Overcoming Challenges with Review Ter

Navigate through challenges recounted by individuals who faced negative reviews. Learn valuable lessons on resilience, adaptability, and the transformative power of constructive criticism.

Addressing Common Questions

FAQs about Review Ter

How to Encourage Positive Reviews?

Discover effective strategies to encourage positive reviews organically. From excellent customer service to engaging online presence, explore actionable steps for cultivating a positive review environment.

Can Negative Reviews be Turned Around?

Gain insights into the art of turning negative reviews into opportunities. Learn from real-life examples where businesses successfully addressed negative feedback, showcasing resilience and commitment to improvement.

The Impact of Reviews on Consumer Decisions

Explore the profound influence reviews wield on consumer decisions. Understand the psychology behind decision-making and how reviews play a pivotal role in shaping perceptions and choices.

Effective Platforms for Review Ter

Navigate through the diverse platforms available for review ter. From dedicated review websites to social media platforms, discover where and how reviews can make a significant impact.

Legal Implications of Review Ter

Unravel the legal considerations associated with review ter. Gain an understanding of the boundaries, responsibilities, and potential repercussions related to posting reviews online.

Strategies for Businesses in Managing Reviews

Delve into effective strategies for businesses in managing and leveraging reviews. From cultivating a positive online presence to addressing negative feedback, learn the art of strategic review management.

Conclusion:

In conclusion, review ter is a powerful force that shapes perceptions, influences decisions, and drives growth. Embracing the positive aspects while effectively managing challenges can lead to a transformative journey for individuals and businesses alike.

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Melenchon: Navigating the French Political Landscape

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Melenchon: Navigating the French Political Landscape

Jean-Luc Melenchon, a prominent figure in French politics, has long captured the attention of both supporters and critics. From his early political endeavors to his impactful policy positions, Melenchon’s journey is a fascinating exploration of political ideologies and public perception.

Early Life and Political Beginnings Melenchon

Born in Tangerang, Indonesia, Melenchon’s early life was marked by diverse cultural influences. His entry into politics occurred during his college years, where he became actively involved in student movements. This early engagement laid the foundation for his subsequent political career.

Political Ideology

Melenchon’s political ideology is a blend of socialism, left-wing populism, and environmentalism. Over the years, he has evolved his stance on key issues, adapting to the changing dynamics of French and global politics.

Key Policy Positions

At the core of Melenchon’s political identity are his key policy positions. Advocating for social justice, environmental sustainability, and economic reforms, he has positioned himself as a champion for the working class.

Popularity and Support

Melenchon’s popularity among voters, especially the youth demographic, has been noteworthy. His charismatic speeches and commitment to progressive ideals have garnered a substantial support base.

Challenges and Controversies

However, Melenchon has not been immune to challenges and controversies. From policy disagreements within his own party to public clashes with opponents, his political journey has been marked by tumultuous moments.

Impact on French Politics

Melenchon’s influence on French politics cannot be understated. Whether through alliances with other parties or his solo endeavors, he has played a pivotal role in shaping political discourse.

International Relations

On the global stage, Melenchon has taken a stand on various international issues, advocating for diplomatic solutions and promoting cooperation among nations.

Media Presence

Utilizing social media and traditional platforms, Melenchon has effectively communicated his message to a broad audience. His media strategy has been a key component of his political success.

Election Campaigns

Active participation in election campaigns has been a defining aspect of Melenchon’s career. While some campaigns resulted in significant electoral gains, others presented challenges that tested his resilience.

Public Persona

Melenchon’s public image is a complex interplay of admiration and criticism. His passionate demeanor and unapologetic approach have made him a polarizing figure in French politics.

Achievements and Failures

Among Melenchon’s notable achievements is his role in shaping progressive policies. However, like any political figure, he has faced setbacks and failures, providing insights into the complexities of governance.

Future Prospects

As Melenchon continues his political journey, speculation about his future prospects abounds. The direction he takes and the impact on French politics remain subjects of keen interest.

Critics’ Perspectives

Critics have raised concerns about Melenchon’s policies, labeling them as impractical or economically unsound. How he responds to these critiques may influence his standing in the political arena.

Melenchon: Shaping the Political Landscape

Explore the life, career, and impact of Melenchon, a key figure in contemporary politics. Uncover the ideologies, controversies, and global influence, offering a comprehensive understanding of this influential personality.

Introduction

Melenchon, a prominent name in modern politics, embodies the essence of left-wing ideologies and social justice advocacy. This article delves deep into the life, career, and impact of Melenchon, shedding light on key milestones, controversies, and the enduring legacy that shapes political landscapes.

Melenchon’s Early Life

Born into a modest background, Melenchon’s childhood laid the foundation for his future in politics. His educational journey further fueled his passion for societal change, setting the stage for a remarkable political career.

Political Career

From the early days of entering politics to achieving significant milestones, Melenchon’s journey has been marked by a commitment to progressive ideals. This section explores the pivotal moments that define his political career.

Ideological Stand

At the core of Melenchon’s political identity lies a dedication to left-wing politics and the relentless pursuit of social justice. Understanding his ideological stand is crucial to grasping the motivations behind his policy decisions.

Melenchon’s Impact

The influence of Melenchon extends beyond political spheres, resonating with a diverse audience. This section explores the charismatic leader’s impact on public opinion, analyzing the factors that contribute to his popularity.

Key Policy Positions

Melenchon’s policy framework covers a spectrum of issues, including economic, social, and foreign policies. Gain insights into his stances on critical matters that shape his political agenda.

Controversies

No political figure is without controversy. This section delves into the criticisms faced by Melenchon, offering a nuanced perspective on how he navigates and responds to challenges.

Melenchon’s Vision

Peering into the future, Melenchon’s vision for the country unfolds. Discover his aspirations and plans for bringing about positive change, both domestically and globally.

Public Persona

Examining Melenchon’s communication style and public image provides a holistic view of the leader. Understanding how he connects with the public is essential to appreciating his political prowess.

Electoral Campaigns

Strategies and tactics employed during electoral campaigns play a pivotal role in Melenchon’s political narrative. Uncover the behind-the-scenes efforts that contribute to his success at the polls.

Melenchon’s Global Influence

Beyond national borders, Melenchon’s influence is felt in international relations. Explore his impact on the global stage and the diplomatic relationships he forges.

Personal Insights

Get a glimpse into the personal side of Melenchon through interviews and personal statements. Understanding the person behind the politician adds depth to the narrative.

Melenchon and Media

Media coverage shapes public perception. Analyze how Melenchon is portrayed in the media and the implications of this coverage on his political career.

Achievements and Awards

Recognition and honors bestowed upon Melenchon highlight his contributions to politics. This section compiles the notable achievements that mark his distinguished career.

Melenchon’s Legacy

Assessing the enduring impact of Melenchon on politics provides valuable insights into his legacy. Explore how his contributions continue to shape the political landscape.

Support Base

Understanding the demographics of Melenchon’s supporters and grassroots movements provides a comprehensive view of his political influence.

Opposition and Challenges

Political adversaries and challenges are inherent in any political journey. Examine how Melenchon navigates opposition and overcomes challenges to pursue his political agenda.

Lessons from Melenchon

Leadership lessons and political insights derived from Melenchon’s experiences offer valuable takeaways for aspiring politicians and engaged citizens alike.

Melenchon’s Writings

Beyond politics, Melenchon’s literary contributions add another dimension to his multifaceted persona. Explore his published works and their impact on societal discourse.

Future Outlook

Speculations on Melenchon’s future endeavors and his lasting legacy in the years to come provide a concluding perspective on the influential political figure.

Conclusion

In conclusion, Jean-Luc Melenchon’s impact on French politics is a multifaceted tale of political conviction, challenges, and public perception. As he navigates the complex landscape of French governance, his journey continues to shape the nation’s political discourse.

FAQs

  1. Is Melenchon a member of a specific political party?
    • Yes, Melenchon is associated with La France Insoumise, a left-wing political movement.
  2. What are Melenchon’s views on environmental issues?
    • Melenchon is a strong advocate for environmental sustainability and has proposed policies to address climate change.
  3. Has Melenchon ever held a ministerial position in the French government?
    • No, Melenchon has not held a ministerial position in the French government.
  4. How has Melenchon utilized social media in his political campaigns?
    • Melenchon has leveraged social media platforms to connect with voters directly, sharing his message and engaging in online discussions.
  5. What is the significance of Melenchon’s impact on the youth demographic in French politics?
    • Melenchon’s appeal to the youth demographic highlights a growing interest in progressive and socially conscious political ideologies among younger voters.

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Exploring the Mystique: Night Cloaked Deck

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Exploring the Mystique: Night Cloaked Deck

A night cloaked deck carries an enigmatic allure, a veil of mystery draped over its wooden expanse. As shadows dance and moonlight cascades, it transforms into an ethereal stage for solitude, contemplation, or revelry. Delving into the secrets and stories concealed within this nocturnal realm unveils an intriguing journey.

Introduction

The night cloaked deck beckons, shrouded in darkness, yet holding a unique charm. Each step across its boards whispers tales of mystique, inviting exploration into its nuanced beauty. Let’s embark on a guided tour through this intriguing domain.

Night Cloaked Charm

The night cloaked deck, an extension of the home, possesses a unique allure. Its charm lies in the interplay of darkness and subtle illumination, creating an ambiance unlike any other. Imagine the quietude enveloping this space, offering solace and a canvas for myriad emotions.

Moonlit Serenity

Under the soft glow of moonlight, the deck transforms into a sanctuary of serenity. Its wooden slats, bathed in silver hues, create an enchanting environment for relaxation or intimate conversations. Embracing the tranquility of these moments becomes a captivating experience.

Ambient Delights

The night cloaked deck amplifies the sensory experience, engaging not just sight but also sound and smell. The rustle of leaves, the gentle breeze, and the scent of nighttime blooms contribute to a symphony of nature, enhancing the ambiance.

Mysterious Encounters

Occasionally, the night cloaked deck becomes a stage for inexplicable occurrences. From rustling unseen presences to the flicker of distant lights, inexplicable encounters add to its mystique, leaving occupants in awe of the unknown.

Haunting Inspirations

The obscurity of the night invites contemplation and sparks creativity. Writers find inspiration, artists capture ethereal scenes, and dreamers weave tales under the night’s shroud, drawing from the mysterious allure of the deck.

Nocturnal Reflections

As nightfall descends, the deck becomes a mirror to one’s thoughts and emotions. It’s a space for introspection, where the silence echoes personal reflections, fostering a deeper connection with oneself and the surrounding world.

Ethereal Connections

The night cloaked deck serves as a bridge between the earthly and celestial realms. Stargazers find solace in celestial observations, connecting with the cosmos while grounded on this earthly platform, blurring the boundaries between the mundane and the divine.

Whispering Shadows

Shadows cast by the night cloak hold their own secrets, dancing to the rhythm of the night. Their movements create an ever-shifting landscape, enticing occupants to interpret and derive meaning from their elusive whispers.

Cosmic Conversations

Engaging in conversations on the night cloaked deck feels otherworldly. Discussions under the vast expanse of the night sky infuse a sense of profundity, fostering dialogues that transcend the ordinary, tapping into deeper realms of thought.

Midnight Revelations

In the midnight hours, the deck becomes a confidant, witnessing personal revelations and epiphanies. It’s a space where individuals confront their truths, finding solace in the silent embrace of the night.

Unveiling the Night Cloaked Deck

At first glance, the Night Cloaked Deck appears as a symphony of darkness woven into each card. However, beneath this mysterious facade lies a rich tapestry of symbolism and storytelling. Each card whispers tales of ancient wisdom, drawing inspiration from esoteric knowledge and mythological narratives.

The Intriguing Origins

Understanding the Night Cloaked Deck requires delving into its origins. Legends trace its genesis to clandestine circles of mystics in medieval Europe. It is said that these cards were crafted by secretive artisans who infused them with hidden meanings, often serving as a conduit for divination and introspection.

Decoding the Symbolism

The Moonlit Arcana: The Night Cloaked Deck’s symbolism thrives in the shadows. The moonlit arcana carries the essence of the deck, depicting celestial bodies, nocturnal creatures, and veiled figures. Each card whispers ancient wisdom, offering insights into the unknown realms of the subconscious.

Esoteric Encryptions:

Encoded within the intricate designs are esoteric encryptions, a cipher that reveals itself to the initiated. Symbols intertwine, forming a language that transcends the ordinary, inviting the seeker to unravel profound truths hidden within.

The Allure of Interpretation

Interpreting the Night Cloaked Deck transcends mere divination; it’s an art form that requires intuition and understanding. Each draw tells a unique story, a narrative shaped by the symbiotic dance between the seeker’s energy and the cards’ enigmatic messages.

The Unraveling of Mystery

Unveiling the secrets of the Night Cloaked Deck requires patience, reverence, and a willingness to embrace the unknown. Its enigma beckons those who dare to embark on a journey of self-discovery and introspection.

Embracing the Night Cloaked Wisdom

In a world often cloaked in the mundane, the Night Cloaked Deck emerges as a beacon of mystery and enlightenment. Embrace its whispers, decode its symbolism, and unravel the profound mysteries it holds within.

Journey into the Shadows

The Night Cloaked Deck isn’t just a collection of cards; it’s a gateway to a realm where mystery and wisdom converge. Each shuffle, each draw, is an invitation to embark on a transformative journey, guiding seekers through the labyrinth of the subconscious.

The Final Revelation

In a universe brimming with enigmas, the Night Cloaked Deck stands as a testament to the eternal pursuit of knowledge and enlightenment. Its cryptic allure remains an eternal beacon, guiding those who seek to navigate the shadows and embrace the profound revelations within.

FAQs

  1. Is a night cloaked deck suitable for all weather conditions? Yes, but regular maintenance is crucial to withstand different weather elements.
  2. How can I enhance the ambiance of my night cloaked deck? Adding soft lighting, comfortable seating, and potted plants can elevate its charm.
  3. Are there safety measures to consider for a night cloaked deck? Ensuring sturdy construction, proper railing, and adequate lighting are essential for safety.
  4. Can a night cloaked deck affect property value? A well-designed and maintained deck can potentially increase property value.
  5. What materials are ideal for a night cloaked deck? Durable wood, composite materials, or treated lumber are commonly used for decks.
  6. How can I protect my night cloaked deck from environmental damage? Regular cleaning, sealing, and timely repairs help protect the deck from wear and tear.
  7. Is it advisable to use the night cloaked deck during extreme weather conditions? It’s safer to avoid the deck during severe weather conditions to prevent accidents.
  8. Can I personalize my night cloaked deck? Yes, adding personal touches like decor, furniture, and color schemes can personalize the space.
  9. Does the size of the deck impact its overall allure? While size matters, optimizing the space and its functionality play a significant role in its appeal.
  10. How do I maintain the tranquility of the night cloaked deck? Regular upkeep, minimizing clutter, and creating a serene atmosphere contribute to maintaining its tranquility.

Conclusion

A night cloaked deck embodies an otherworldly charm, weaving together elements of mystery, tranquility, and inspiration. As it stands silently under the cover of night, it offers a canvas for personal introspection, creative pursuits, and serene moments, becoming a cherished sanctuary within one’s home.

The allure of this nocturnal domain lies not just in its physical presence but in the stories, inspirations, and connections it fosters, making it an integral part of life’s journey under the night sky.

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