Procesare limbaj natural Jobs

I need a voice AI built on Retell that can handle real sales conversations from start to finish. The assistant must pick up or place calls, keep multi-turn context, and respond with human-sounding, latency-free speech. Its three core duties are to book appointments directly into my calendar, answer product questions pulled from a living FAQ/knowledge base, and calm or redirect customer complaints without escalating to me unless necessary. To achieve that, the system has to demonstrate advanced NLU and dynamic dialogue management rather than fixed scripts. Deliverables • Retell-based calling bot fully configured for inbound and outbound calls • Integration with Google Calendar (or similar) for instant slot booking and confirmation messages • FAQ/knowledge base conne...

I am embarking on a full-stack build of a humanoid companion robot whose number-one mission is caring for an infant from birth through age five. Beyond the usual chore-support and graceful household navigation, the robot must excel at three core caregiving abilities: • Feeding – from bottle to basic solids, with portion control, temperature checks, and spill detection. • Diaper changing – autonomous removal, cleaning, and secure re-diapering, tracked in a hygiene log. • Health monitoring – continuous vitals, posture, and environmental safety checks, with instant mobile alerts. Rich, natural interaction is essential. The robot should talk and sing lullabies, entertain with simple games, and read stories or show age-appropriate educational content...

I need my Facebook Page inbox answered automatically, around the clock, by a chatbot that understands and replies based on the FAQs I already maintain. All of the knowledge you will use lives in plain text (.txt) files. You will ingest those files, build the intent/answer mapping, and deploy the finished bot to my Facebook Messenger account so every new question triggers the correct response without my intervention. I am open to the platform or stack—whether you prefer Dialogflow, ManyChat, a custom Python NLP script, or another Messenger-approved tool—as long as the result is reliable and easy for me to update when I add or modify a line in the FAQ text. Deliverables • Fully functioning Messenger bot connected to my Page • Logic that reads the provided text f...

I’m looking to commission a custom machine-learning model that automatically writes full-length research papers in the medical field. The focus is article-style generation rather than casual chatbot replies or short-form posts, so coherence, correct structure (abstract, introduction, methods, results, discussion, references), and domain-appropriate terminology matter more to me than conversational flair. You’re free to choose the underlying architecture—transformer-based models such as GPT-like variants, T5, Llama, or your own hybrid approach—so long as the final pipeline consistently produces high-quality drafts that read like genuine medical research. I will supply example papers and any additional datasets you ask for; you handle data preparation, fine-tuning, a...

We are building an MVP of a WhatsApp-based AI Personal Assistant for single mothers to reduce daily mental load. The assistant will work entirely through WhatsApp chat (no mobile app). It should feel like a practical personal assistant / family operations manager: reminders, weekly planning, school admin help, groceries/recipes, and budget monitoring. Strict boundaries: The assistant must NOT provide legal guidance (custody/court/rights strategy) and must NOT provide sexual guidance/content. It can help with calm message drafting and general admin support only. We need a freelancer to deliver a working MVP for 5–10 pilot users. Key MVP Features (Scope) 1) WhatsApp Bot Setup Connect WhatsApp number via WhatsApp Cloud API or a provider (Twilio/360dialog/etc.). Support inbound/outb...

The project centres on building a production-ready text-classification pipeline that leverages modern deep-learning techniques. I have a labelled dataset and need end-to-end code that ingests the text, handles cleaning and tokenisation, and trains an accurate classifier. Python is the preferred language; using PyTorch, TensorFlow or another mainstream framework is fine as long as the solution is reproducible and easy to extend. Key deliverables: • Well-commented source code (data loading, model, training loop, evaluation) • Clear instructions to run training on a fresh machine (README or notebook) • Metrics report showing accuracy, precision, recall and F1 on a held-out set • Exported model weights and a small inference script or API endpoint for batch prediction...

I need a production-ready AI voice agent that answers customer-support calls directly on the phone line, handling both general inquiries and technical support without relying on IVR trees or the usual STT-TTS pipeline. The goal is true speech-to-speech conversational flow powered by a modern, unified neural model so callers experience natural, low-latency dialogue from the first “hello”. Core workflow • Incoming calls land on RingCentral; the agent picks up, converses in real time, and can transfer or conference in a human when confidence drops. • Throughout the call, it fetches answers from my knowledge base or external APIs, then logs the full interaction—audio plus structured summary—into Zoho CRM under the correct contact or ticket. • At hang...

We are launching a gamified, project-based platform that empowers teams to solve environmental, social, and economic challengese. To move from concept to scalable reality, we hands-on AI project an architect who can help us implement our AI strategy. The ideal resource will be a MEAN stack/Python developer. You will be helping us create and implement the following: • An adoption roadmap that ties specific AI capabilities to each stage of our workflow and project milestones, showing where automation, prediction, or generative content delivers the most value. • A reasoned “why this, not that” selection of tools—think Hugging Face transformers versus OpenAI GPT-4, TensorFlow or PyTorch for model training, spaCy for NLP, Vision APIs for image tasks—plus ra...

INGENIERO SENIOR DE IA: SISTEMA RAG MULTIMODAL ON-PREMISE CON APRENDIZAJE CONTINUO 1. CONTEXTO Y DESAFÍO REAL proyecto del sector de la trefilería y el galvanizado con más de 40 líneas de producción activas. desafío no es la falta de información, sino que el conocimiento crítico es volátil: reside en la experiencia de supervisores y operarios veteranos y se transmite de forma verbal. Cuando surge una solución técnica en planta, esta no se documenta y se pierde para el siguiente turno. Buscamos desarrollar un ecosistema de IA que no solo responda preguntas, sino que capture y democratice el conocimiento técnico que surge en el día a día. 2. LA SOLUCIÓN: "THE KNOWLEDGE LOOP" B...

I need a production-ready SaaS platform that lets different client accounts spin up their own AI voice agents in Malayalam, English and Hindi. The agents will answer inbound calls and place outbound ones for customer support first, but they must also be able to capture leads, run outreach campaigns and close basic sales when flows allow. Voice connectivity must be plug-and-play with TeleCMI, Twilio, Exotel or any comparable cloud telephony number. I expect full IVR support, dynamic call routing, call recording and the ability to fall back to a live agent when confidence drops. Key components and expectations • Multi-tenant architecture with role-based access so each tenant only sees its own data. • NLU, ASR and TTS tuned for the three target languages; switching between the...

Project Context I am exploring the design of an internal AI assisted system to support bilingual English and Arabic content creation. The long term vision is a tool where users can input any text and receive rewritten output in both English and Arabic that strictly follows an approved organizational tone, terminology, and language standards. As a foundational step, I am also working on extracting a controlled bilingual glossary from approximately 500 approved English and Arabic documents. This glossary will capture preferred terms, spelling variants, and institutional language patterns and will later be used to enforce consistency in AI generated outputs. Before committing to development, I am seeking a paid one hour consultation with an experienced AI or NLP professional to validate wha...

I’m rolling out an AI-powered copilot whose single purpose is to handle customer support—everything from policy explanations and procedural walk-throughs to day-to-day inquiries. I already know the agent must be able to fall back on solid, predefined answers when the question is routine, yet switch to high-quality dynamic replies whenever a scripted response won’t cut it. What I need from you is the full configuration that makes this work reliably: the model selection and fine-tuning approach, the prompt orchestration, the best way to store and retrieve our approved knowledge snippets, and any guardrails required to keep tone, accuracy, and compliance on point. Because the bot will be fielding policies, procedures, and inquiries, please spell out how you would map inten...

I run education-focused coaching classes and I’m ready to introduce an AI bot that can guide my students just as a human tutor would. The goal is a conversational assistant that can greet learners, explain concepts clearly, and respond to follow-up questions in plain language. Here’s what I’m after: • A dialogue model trained (or fine-tuned) on my own course material so answers stay fully aligned with the way I teach. • Smooth, real-time interaction—whether the bot sits inside a website, a mobile app, or a platform such as WhatsApp or Telegram is up to you, as long as the hand-off feels effortless to the student. • A lightweight teacher dashboard so I can see how the bot is being used, update answers, and switch it off if I need to jump in live...

I need a conversational AI that answers incoming calls for my construction company in both English and Spanish. Using an existing large-language-model API such as ChatGPT, the assistant should learn our services, pricing ranges, service areas, and typical project timelines so it can: • Respond naturally to common customer questions (materials, turnaround times, permit handling, etc.). • Capture qualified lead information—name, phone, email, project type, ZIP code—and push it to our CRM. • Offer available slots from my calendar and book confirmed appointments. Please incorporate a reliable voice platform (Twilio, Vonage, or similar) so callers dial a normal number and speak with the bot hands-free. Call recordings and full transcripts must be stored for review, ...

We are seeking freelancers to conduct a speech data collection project for Thai. The project involves recruiting native speakers to record short phrases in a strictly quiet environment. Budget：5 USD per Speaker Target: 80 native speakers. Gender Distribution: 50% Male / 50% Female split. Volume per Speaker: 60 phrases. Content: Automotive command-specific domain; simple and easy to read; 8-10 words per phrase; no code-switching. Requirements: Native speaker (We will conduct a language proficiency test before participating in the project.) Preferably with relevant experience Phrases can only be recorded once by one speaker Quiet recording environment with no background noise Good recording equipment: no microphone issues or loud static noise Accurate and natural pronunciation Text and au...

I need an end-to-end web solution that blends a multilingual AI chatbot with a seamless monthly subscription model. The goal is to let visitors land on the site, chat in their preferred language, and convert directly into paying members—no extra steps, no friction. Here’s how I picture the flow: a clean, responsive front-end (React, Vue, or similar) greets users, the AI chatbot pops up right away, and once they’ve seen its value they can unlock full access through a recurring monthly plan. A secure payment gateway such as Stripe or PayPal should handle billing, renewals, failed-payment retries, and cancellation logic automatically. I’ll need a lightweight admin panel where I can view subscription stats, export user lists, and tweak pricing tiers without touching ...

Project Title: Custom Offline AI Educational Chatbot (Curriculum-Based RAG) Project Overview I am looking for a developer to create a customized AI chatbot designed for students. The primary goal is to provide a "tutor in a box" that contains a vast knowledge base of specific educational curricula (textbooks, PDFs, and related materials). Critical Requirement: The system must function entirely offline after the initial setup, allowing students in areas with no internet access to interact with the AI and receive accurate answers based on the uploaded curriculum. Key Features & Requirements * Offline Functionality: The chatbot must run on local hardware (e.g., a laptop, Raspberry Pi, or a high-end tablet) without needing an internet connection. * Custom Knowledge Base (RAG): ...

I have a repeatable workflow that starts with my own technical specification (today the example is a simple pen, tomorrow it will be pumps, valves or full-scale equipment). I upload that spec, then I receive three vendor proposals in their own templates—some come as PDFs, others as Word documents or Excel sheets. The tool you build must accept all three formats, read each proposal, and automatically generate a single comparative Excel sheet that lines items side-by-side so I can see who matches the requirement and where they differ. Because vendors rarely use identical wording, I need contextual AI/NLP built in. If one bidder says “cap” and another writes “nib cover,” the system should recognise they refer to the same component, align them in the comparison, ...

I want to create a custom open AI like Claude, ChatGPT,Gemini etc so I can use for my internal use where I just need to upload customer documents and AI will give full 6-7 pages colurful report with our company logo with below mentioned details Loan eligibilty Details in Tabular Form in Tabular Form documents form Filling Details queries based on Past queried data

I want to create a custom open AI like Claude, ChatGPT,Gemini etc so I can use for my internal use where I just need to upload customer documents and AI will give full 6-7 pages colurful report with our company logo with below mentioned details Loan eligibilty Details in Tabular Form in Tabular Form documents form Filling Details queries based on Past queried data

Project Title: AI-Based "Digital Arrest" Scam Detection System (MVP) Project Overview: I am looking for an AI/ML developer to build a functional prototype of a security system designed to detect "Digital Arrest" scams. The system needs to analyze video and audio inputs in real-time (or near real-time) to identify deepfakes, threatening language, and fake law enforcement visuals. Key Features Required (The Scope): I need a desktop-based prototype (Python/Streamlit or similar) that can process a sample video feed or live webcam input and perform the following: * Audio Threat Detection (NLP): * Transcribe audio in real-time (using OpenAI Whisper or Google Speech-to-Text). * Detect specific scam keywords/intents (e.g., "money laundering," "CBI," &...

I want to build a voice-only AI companion app for India. The experience should feel like a phone call with a friend. Core requirements: Full voice conversation (no typing) Real-time speech-to-speech Emotional support + life/business guidance Basic medical information (no diagnosis, no prescription) Multi-language support (start with Telugu + English) IMPORTANT: I am not technical I want a working demo/prototype first Android app preferred Please apply ONLY if: You have already built voice AI apps You can show a demo / GitHub / video You understand low-latency voice conversation Budget: To be discussed after demo.

Responsible for initiating the implementation and application of Data Science strategies to enhance company results. Some of the projects developed: - Time Card Information Extraction Automation via OCR Developed an OCR pipeline to automatically extract and process information from time cards and integrate it into the company's system; Reduced processing time and minimized manual errors in employee time management; - Intelligent Chatbot for Internal Support Modeled an intelligent chatbot trained on the company manual, utilizing LLMs with optimized prompts, Transformer-based architecture via Hugging Face, RAG (Retrieval-Augmented Generation) approach, Redis for context caching, and Gunicorn as the application server for production; - Inventory Prediction and Purchasing Optimization...

I’m putting together an in-depth research paper that zeroes in on Natural Language Processing, the branch of Artificial Intelligence that fascinates me most. The goal is to map today’s NLP landscape—key breakthroughs, leading algorithms, emerging applications, and the challenges still standing in the way of real-world deployment. Here’s what I need from you: a well-structured document (roughly 4,000–6,000 words, though quality trumps length) that pulls together peer-reviewed studies, recent conference papers, and reputable industry white-papers published within the last three years. Please weave in clear explanations of transformer-based architectures, the progression from BERT to large language models, and any notable advances in multilingual or low-resource...

I need a conversational AI that answers incoming calls for my construction company in both English and Spanish. Using an existing large-language-model API such as ChatGPT, the assistant should learn our services, pricing ranges, service areas, and typical project timelines so it can: • Respond naturally to common customer questions (materials, turnaround times, permit handling, etc.). • Capture qualified lead information—name, phone, email, project type, ZIP code—and push it to our CRM. • Offer available slots from my calendar and book confirmed appointments. Please incorporate a reliable voice platform (Twilio, Vonage, or similar) so callers dial a normal number and speak with the bot hands-free. Call recordings and full transcripts must be stored for revi...

Project Title: WhatsApp Business Chatbot with Turkish E-commerce Integrations Job Type: Fixed-price project Budget: $8,000 - $12,000 USD Project Duration: 3-6 months Experience Level: Expert Project Description: We are a Turkish e-commerce company looking to build an AI-powered customer service chatbot primarily for WhatsApp, with future expansion to Facebook and Instagram. The bot must integrate with our existing e-commerce platforms. Core Requirements: 1. Primary Platform: · WhatsApp Business API chatbot (priority #1) 2. E-commerce Integrations: · Shopify (first phase) · Turkish e-commerce systems: Ticimax, Ideasoft, or Tsoft (at least one) · Future integrations: More Turkish platforms 3. Key Chatbot Features: · Order tracking by order number ...

I need an AI-powered solution that completely automates appointment bookings. The system’s single mission is to accept a request, suggest open time slots, confirm the client’s choice, and write the final event to the calendar—no human involvement required. Core expectations • Automate scheduling for appointment bookings only; this is not a broader task-automation project. • Parse natural-language requests coming from email or chat, then interact conversationally until a slot is confirmed. • Check real-time availability against Google Calendar or Outlook/Office 365; feel free to abstract this behind a clean API layer so either provider can be swapped in later. • Send confirmation and reminder messages automatically, with hooks for SMS and email...

I want to automate my article- and blog-writing workflow with a machine-learning script that takes a short brief and instantly returns a well-structured prompt ready for a large language model. The end goal is to speed up English-language content creation without sacrificing coherence, tone, or SEO friendliness. Here’s what I need delivered: • A reproducible ML-based script (Python preferred, but I’m open to other languages) that analyses the brief, detects key topics and desired style, and then constructs a polished prompt. • Clear instructions on how to run it locally – required libraries, setup steps, and an example input/output run. • A simple way for me to fine-tune or expand the model later, should I decide to add Spanish or French output in th...

Do not write a response that is autogenerated - I want to know more about your experiences with LLM. I want to see Karpathy’s nanochat fine-tuned on a freely available medical corpus, preferably the MedQuAD set I linked, so that the resulting model can answer real medical inquiries with coherence and factual accuracy. This is a true proof-of-concept, yet the end result must be usable: after you finish I should be able to spin up the model locally, type a health-related question, and receive a sensible response in real time. Ths would be trained on a cloud instance with proper gpu setup (think runpods, lambda) Your task covers the dataset preparation, tokenisation, training, evaluation, and a tiny CLI or notebook demo—while keeping everything strictly open-source. If you belie...

I need a JavaScript-based chatbot that lives on my website and does two things well: 1. On load it must call and present those predefined questions to the visitor. 2. Whenever the visitor types free-form text, the bot answers with text-only replies generated by an NLP layer. My preference is to start with a proven open-source NLP library (for example Natural, , or another you recommend) and enrich it with our own rules. I already store keywords and patterns in a MySQL table called NLP_MODEL, so the final solution should blend statistical intent detection with regex / keyword matching pulled from that table. If you see a cleaner technical approach, feel free to propose it. The chatbot must speak English, Spanish, French, and Romanian, selecting the right language automatically or vi...

We’re looking for annotators to work on text-based tasks focused on validating accuracy, tone, and reasoning. The role involves editing and refining content, as well as creating structured reasoning chains that apply logical and linguistic consistency to complex customer–agent scenarios. Candidates should have a Bachelor’s degree, strong fluency in written English, and familiarity with composing or refining AI prompts. We’re looking for individuals with solid analytical and deductive thinking skills, an understanding of online shopping terminology, and strong attention to detail. The work will focus on three main areas: 1. Content Writing & Refinement Edit and refine AI-generated e-commerce content to ensure it sounds natural, authentic, and aligned wi...

I need an interactive Spanish-speaking chatbot that can live on our Buenos Aires website and social channels and act as a friendly moderator for visitors. Its first job is simple yet crucial: answer frequently asked questions in clear, natural Rioplatense Spanish so users feel they’re chatting with a local. Here’s what I expect: • A working chatbot flow that greets, understands, and responds to FAQs without human intervention. • A lightweight back-end or API connection (Dialogflow, Rasa, GPT, or similar—feel free to propose the best fit) so I can update answers on my own. • Basic analytics on conversation volume and unresolved queries so we can keep improving. • Installation support for at least one channel of my choice (website widget, WhatsApp...

Hiring Native German Speakers for Voice Recording Project – 725 Lines We still need 100 Females and 100 Males Speakers for this recording project. We are continuing to expand our German speech data project and need more freelancers to participate. The assignment is to record 725 short German lines using our dedicated recording application. Language required: German (native speakers only) Total lines to record: 725 short sentences Recording method: Our in-house app Speaking style: Natural, clear pronunciation Recording environment: Quiet location with no background noise Native German speaker Comfortable reading German text aloud Smartphone or computer with a good microphone Ability to carefully follow recording guidelines Can complete the task within the agreed timeframe $15 USD...

I’m ready to move our sales and marketing workflows from “manual and messy” to “automated and intelligent.” To do that, I need an AI-driven agent that can act consistently across our website, social channels, and email list, guiding prospects toward conversion without sounding like a script. On the website the agent should greet visitors, qualify their needs, and nudge them toward demos or check-out. On social media it must publish scheduled content and jump into the comments or DMs to keep conversations alive—no spammy replies, just context-aware engagement that feels human. For email, I’m after smart sequencing: the agent should segment subscribers on the fly and send tailored follow-ups based on behavior. I don’t mind which stack you pre...

Project Title: Build a Multi-Modal AI Productivity Suite (Meeting & Document Intelligence) Project Description I am seeking a developer to collaborate on a high-level AI productivity tool. The goal is to create a system that can process both live audio (meetings) and static documents (PDFs/Reports) to provide intelligent insights. Key Deliverables: Module 1: Speech-to-Summary: Implementation of a Whisper-based engine to transcribe audio and use an LLM (like GPT-4 or Claude) to generate concise meeting minutes and action items. Module 2: RAG-based Document Chat: A Retrieval-Augmented Generation system allowing users to upload large PDF/DOCX files and "chat" with the data for specific facts. Module 3: Sentiment & Intent Analysis: A dashboard component that tracks the &q...

Looking a simple python script for voice pipeline that is fully local (offline), runs on Windows (Core i7), processes microphone audio in real time, uses VAD to detect end-of-speech, performs streaming STT, and immediately streams the recognized text into TTS for echo playback. End-to-end latency must be under 1 second. Any open-source stack that meets this latency is welcome

I have an early-stage, AI-native contract management product whose defining feature is powerful contract analysis driven by Natural Language Processing and automated data extraction. The proof of concept works; now I need a seasoned technical leader to turn it into a secure, scalable SaaS. You will own the high-level architecture and guide a small engineering team so that every layer—from model serving to front-end delivery—can grow without drama. Cloud-agnostic design, container orchestration, CI/CD pipelines, microservices or modular monoliths: I’m open to whatever will give us low latency, predictable costs, and clean deployment workflows, provided we end up with true end-to-end encryption for all customer data, both at rest and in transit. Key areas where I need you...

We’re building Inboxx, a business messaging platform (SMS / chat / voice). The backend + chat service is already built. We need an AI engineer to plug in the brain — not run the company. This is NOT a full-stack or infra role.

I'm seeking assistance in building AI-based agents with NLP and automation capabilities, to be integrated into Microsoft Teams via Power Apps. Key Requirements: - Develop AI agents using NLP and automation. - Integrate these agents into Microsoft Teams using Power Apps. - Ensure seamless functionality and user experience. Ideal Skills: - Experience with AI development, specifically in NLP. - Proficiency in Power Apps and Microsoft Teams integration. - Strong background in automation technologies. - Familiarity with developing for enterprise environments. Looking forward to collaborating with a skilled developer to bring this project to life!

I want to build an AI-driven recruitment assistant focused solely on resume screening. The system must ingest and parse both text-based and PDF resumes, then rank or flag candidates against configurable criteria such as keywords, years of experience, qualifications, and any red-flag gaps. Because I plan to use it as a self-contained solution, please design it as a standalone web app (a lightweight dashboard or simple API is fine). There is no need to plug into existing HR suites, but export options—CSV download and a basic JSON endpoint—will help me move data wherever I need. Key points I care about • Accurate parsing of text and PDF formats, including multi-column layouts. • Transparent scoring logic so I can tweak weightings without touching the code. • A...

I am building an enterprise-grade Legal AI SaaS platform that must reliably answer region-specific legal questions across all of India, with an initial focus on Corporate Law and Intellectual Property Law. The core of the product is a Retrieval-Augmented Generation (RAG) pipeline that draws exclusively from verified Indian Supreme Court and High Court judgments, returns inline citations, and resists hallucination. What I need now is a senior, hands-on AI engineer who has already shipped production RAG systems. Your first milestone will be to design and implement the end-to-end retrieval and generation stack—ingest, indexing, querying, ranking, and grounded response generation—so that lawyers receive authoritative, citation-rich answers in real time. Key expectations • ...

I need a single AI companion that my two friends and I can reach from wherever we happen to be—browser, phone, or desktop. The same chat window that answers our everyday trivia, personal reminders, and “why isn’t this code compiling?” questions should also double as a smart vault for our files. Here’s the flow I have in mind: a user logs in, asks a question, drops in a PDF or an image, and later returns on another device to pick up the threaded conversation or retrieve that file with a quick search. The assistant must therefore combine a solid NLP backbone (OpenAI, Llama-based, or another proven model), a structured storage layer for documents, images, and audio/video, and a clean cross-platform interface built with a shared codebase to minimise maintenance...

DCP Global's Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Arabic (ar...

DCP Global is scaling up a large-volume language data project and needs reliable help with three core activities: tagging, grading, and annotating content. You’ll be working inside our client's proprietary browser-based tool. Accuracy and consistency are paramount. Scope • Weekly commitment: at least 20 hours until completion. • Pay rate: USD $12 per hour paid in a monthly cycle for all accumulated tasks. Deliverables – Correctly tagged linguistic units following the project’s taxonomy. – Graded data sets with clear pass/fail or scaled quality scores. – Detailed annotation notes where required, using the tool’s inline comment feature. Acceptance criteria 1. 97 % or higher agreement with gold-standard samples during spot checks. 2. All w...