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Frequently asked questions

Examples

Embark on your essay writing journey with our comprehensive guide, rich in diverse essay examples. This guide is crafted to assist students, educators, and writing enthusiasts in mastering the art of essay composition. From structure to style, it covers all facets of essay writing, supplemented with illustrative essay examples for clear understanding. Whether for academic, professional, or personal purposes, this guide is an invaluable resource for anyone looking to enhance their essay writing skills with precision and creativity.

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Most of us are probably familiar about what essays are. I would also have to assume that most of us have already  written essays  one even when we were younger. We were either tasked by our teacher to write one as a part of an examination or as a take-home project to be presented in the next session. Some consider essay writing a burden while others see it as an opportunity to express their thoughts and opinions. Because through writing, you get to write about things that you want others to know about and share a reflection through reflective essay . Your imagination becomes boundless and your ideas are limitless.

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Reflective Essay

Reflective Essay

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What Is the Format of an Essay?

Essays, whichever type they come in, have a similar format. This serves as a guide for a writer to express his/her thoughts and ideas in a structured manner.

  • Introduction. This is the opening part of the essay . It provides a brief overview and a preface of what the topic is all about. It is usually short but has to be interesting.
  • Body. This is where the writer places his/her arguments and supporting statements for the topic. It can contain two to three paragraphs or depending on the length and scope of the subject.
  • Conclusion. The summary writing of the whole essay is contained in the conclusion. It is a short recap of the main point presented in the essay.

How to Structure an Essay

To structure an essay, you need to simply follow the above format. Every essay, whether it be an informative essay or an analysis essay , has to contain the essential elements common among all essays. By following this format, the writer will have a guide to follow throughout the entire writing course.

It is a difficult process in essay writing when you do not have a structure to follow. You will have throw all of your ideas from here and there with no direction at all. Your paragraphs do not connect each other’s meaning as well as the entire thought of your essay could be incomprehensible.

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Observation Essay

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Different Kinds of Essay

Writing an essay is a crucial part in academe life. You need to know how to write an effective essay as it is a common basis for a student’s grade. It is given as a common school assignment and a critical part in an examination set. To write an impressive short essay , especially during an examination, you need to be able to hit the question and provide a straightforward answer while at the same time observing the right structure of an essay.

Writing an essay could be difficult especially if you do not know the different kinds of essays which for sure, your teacher will be obliging you to write.

The easiest way to determine the type of an essay is to understand the writer’s point of view. Ask yourself what is the writer trying to tell and that by itself should provide a definite answer as to what type of essay it is. But to provide you a more comprehensible answer, here are the most common kinds of essay.

  • Descriptive essay. A descriptive essay is aimed at portraying a picture through the use of words. The writer describes in great details a character, a place or a certain scenario which is directed at calling up the reader’s emotions.
  • Reflective essay. In a reflective essay , the writer stirs the emotions of the readers by sharing a specific experience in life which is rather more important to him/her and which has a special place in his heart. It narrates a story and tells of the lessons and life-changing realizations drawn out from that experience.
  • Expository essay. While a reflective essay deals on the emotions of the writer, an expository essay presents facts and verifiable data which presents a fair and unbiased analysis of a topic.
  • Persuasive essay. The goal of persuasive essay is to present ideas and thoughts to readers and to convince them to believe or accept these. The writer aims at demonstrating his/her statements in a logical manner while at the same time appealing to the judgment of the readers.

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Exploratory Example

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Importance of Essay

Essay writing is commonly practiced is schools. Students have to write essays depending on the teacher’s instructions or their desired style in writing.

Since there are different types of analysis essays , students can be creative and choose any style they want for as long as they can express their thoughts and of course, as long it as it is appropriate to what their teachers ask them to do.

However, essays have a very good importance not just to get good grades but also in expressing one’s emotions. An essay could be a channel for a student to workout his/her creative imagination and put it into writing.

Purpose of an Essay

We have all been through the struggles of having to think seriously of what to write about a topic that our teachers wanted us to write. I understand because I myself was at one time pressured because my classmates were all enthusiastic to write while I was sitting blank unsure of what I was supposed to do.

However, I realized that writing an content winning essay made me a better person. I was able to put into writing my thoughts which I have always kept in myself afraid of being laughed at. The purpose of an essay is to convey those emotions through words which we cannot do through actions.

Informative Essay

Informative Essay

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Scholarship Essay

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Guidelines for Essay Writing

Although we have to admit that writing an essay is not an easy task, being able to finish one is such a rewarding experience especially if it is an assignment you have to pass the next day. There is no perfect solution on how to write an effective essay .

However, there are certain guideline which you can use in order for you to make that outstanding essay.

  • Choose your topic. Deciding what essay to write starts with choosing the right topic. Don’t just write something that everybody is interested to write about. Rather, pick a topic that you are most excited to write about so it would be easier for you to express your thoughts.
  • Create a mind map . A mind map is a sketch of form or an essay outline used to organize information. This is best in order for you to logically express your thoughts and to present it in a coherent manner. Write your ideas in a draft paper and choose which ones to come first and which ones to use as your supporting arguments.
  • Compose yourself. Having the right disposition is important in writing an essay. You need to have focus so that while you are writing, you are not distracted by outside thoughts which could ruin your momentum.

Our exploration of essay examples offers invaluable insights for effective essay writing. This guide has provided practical strategies and illustrative examples, empowering writers to craft compelling essays with confidence. Whether for academic achievement or personal expression, these tools and techniques are essential in navigating the diverse landscape of essay writing, ensuring your work is not only well-structured but also engaging and impactful.

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Essential Tips to Compose a Good Essay

There are universal prompts and recommendations on how to manage every essay type. We would like to shed more light on this crucial matter. Consider the following essentials:

  • Choose an effective topic
  • Learn your main question
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  • Craft a convincing thesis
  • Support your main concepts with appropriate examples
  • Draw a plain and convincing conclusion

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Cambridge IELTS 12 Academic PDF Download with Answers and Audios

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Cambridge IELTS 12 will provide you with real exam papers so that you may prepare for the real thing.

The Cambridge IELTS Books offer students an ideal opportunity to familiarize themselves with the IELTS test. It also gives them the opportunity to practice examination abilities using real test materials.

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ROAD TO DEMOCRACY ESSAY GRADE 12

ROAD TO DEMOCRACY ESSAY SAMPLE (TALKS/NEGOTIATIONS) NOTE:your introduction and conclusionis highlighted with green colour.Your lines of arguments are highlighted withred colour.

One would totally agree with the statement that it was leadership,negotiations and compromises among various leaders that ensured that South Africa become a democratic state.For example,Nelson Mandela and De Klerk worked together including ot her organisations to bring democratic South Africa on 1994. (Make sure your introduction is not longer than 5 pages) In1981,FW De Klerk replaced PW Botha as a state president of South Africa and immediately made drastic changes by unbanning political parties and release political prisoners.De Klerk made an announcement for the release of Nelson Mandela on 11 February 1990.This was a huge step taken by De Klerk and it gave people hope that the apartheid was coming to a nend. (Make sure your back ground is not more than 5 lines).

The National Party(NP) and African National Congress(ANC) delegation met at two locations to discuss the way on how they will work together towards the democratic South Africa.The first meeting was held in 2 May1990 at the official resident house of Groote Schuur and it was called the Groot Schuur Meeting.In this meeting both ANC and NP agreed on ending violence which were occurring in the country and to work together towards the process of negotiations or talks to bring a democratic South Africa.The second meeting were held at Pretoria on 6 August 1990 which led to an agreement called the Pretoria Minutes.Here the ANC government agreed that they will suspend the armed struggle and the NP government agreed to end the state of emergency.Other major law were removed.The Group Areas Act and Registration Population were also removed.This convinced countries that imposed sanctions to S.A and boycotts to stop them.Thus,the leadership and negotiations and compromises among various leaders ensured that South Africa become a democratic country in1994.

Although,the violence did not stop in the country between Inkandla Freedom Party(IFP)and ANC.The IFP supporters attacked ANC on commuter trains and led into almost 573 deaths. It was emerged that the NP government handed weapon to IFP supporters to eliminate ANC supporters.This created a huge distrust between ANC and IFP including NP.Another violence occurred in Sebokeng in hostels when the IFP attacked ANC strong hold and almost 30 people died.Moreover,another violence occurred in ZonkizizweTownship in Germistonin Gauteng between supporters of the IFP and the ANC.The ongoing violence between the ANC and IFP members led into a Seven Day Warat Pietermarisburg (PMB).Therefore,the violence and uncertainly that confronted South Africa in the early1980s almost delayed the process of negotiations.

Moreover,the formal negotiations occurred on 20December 1990 at Convention for Democratic South Africa(CODESA1)at Trade Work Centreat Kempton Park.Nineteen political organisations including UNO and common wealth.Even though talks sometimes broke down but the Declaration of Intent was signed.It was agreed that South Africa should be an undivided country.Free from apartheid, discrimination and all other forms of prejudices.This also led into accountability of a meeting by four groups that were preparing for the future meeting which was CODESA2 which were to be held in May2.The PAC and PC boycotted against the CODESA.The IFP and the Independent Bophuthatshwana did not sign it because the irrequest for an extra delegation for the Zulu King was refused.Therefore, compromises among various leaders ensured that South Africa become a democratic state in1994.

Furthermore,DeKlerk called for a white only referendum on1991. Here DeKlerk wanted to see if the white people were still with him from the negotiations he had started making from 1990 to change South Africa.The majority voted positive and it was clear that he should continue.This gave people hope that apartheid was coming to an end.Thus,the compromises also ensured that South Africa become a democratic country in1994.

CODESA2 occurred on May1991.It was agreed that the SABC should presents the neutral view of the negotiations on televisions.The NP and ANC did not agreed on major power sharing like power sharing,majority rule and regional powers.The NP still wanted a major place from the government and the ANC did not admit on that.The ANC and NP did not come into consensus solution on how they will end the violence in South Africa. As a results,ANC and COSATU walked out of the negotiations and called for a mass rally to force government to compromise.Therefore,it was leadership,negotiations and compromises among various leaders that ensured that South Africa become a democratic state.

Even though the official negotiations had ended but the unofficial negotiations continue between Cyril Ramaphosa and Roef Meyer. The Record of Understanding was signed between Cyril Ramaphosa of ANC and Roef Meyer of the NP.This committed and encouraged South Africa to work together again towards the negotiations.Moreover,Joe Slovo came up with Sunset Clause on April 1993.The Sunset Clause allowed the National Party government until 2000.It also protected the security jobs for whites people for more than 10years.Therefore, the commitment and compromises among various leaders ensured that South Africa become a democratic country in 1994.

Moreover, the violence did not end between IFP and ANC.The ANC attacked the squatter camps of the ANC near the township of Boipatong in the Gauteng and almost 49people died.It was said that a white man was the one who handed over the Force Defence Agency to cause violence and chaos.The ANC called for a march to the Cickel to protests against homeland leaders.Here almost 79 people died and 200 people got injured when they were trying to break through the police barriers.The assassination of Chris Hani almost stopped the negotiations process of the elections.Chris Hani was a General Secretary of the Communist Party(CP) and he was assassinated on1993 by members of the Military Wink.There was a violence and chaos in a country after his assassination. DeKlerk realised he could not deal with this anymore and called for Nelson Mandela to address the issue. Mandela addressed that on national television that there must calm down and stop fighting each other.Thus,thev iolence and uncertainty that confronted South Africa in the early 1980s almost delayed the process of negotiations.

Moreover, the Multi talks began on 1993April1. It was said that the date of the election was going to be 27thApril1994 on this meeting which was held at World Trade Centre. Furthermore, the AWB and Volk front stormed the World Trade Centre attempt to disturb the negotiations.They vandalised the entrance and threatened delegation.The AWB was killed by the South African Defence Force.The APPLA opened on fire on St James Church and killed 11 people.The IFP marched to Shell House and was killed by ANC security.This led to a Shell House Massacre.Then DeKlerk, Mandela and Buthelezihada meeting led to IFP joining the negotiations.Then finally the election held free and fairly. ANC won the elections and Nelson Mandela became the first president of South African Democratic Country.The election were held on 27 April 1994. DeKlerk and Thabo Mbheki became deputy president. Therefore, the compromises, negotiations and leadership ensured that South Africa become a democratic country in 1994.

To conclude, it was leadership,negotiations and compromises among various leaders that ensured that South Africa become a democratic state in 1994. For example Nelson Mandela and De Klerk compromised so much working with other organisations to bring democracy in South Africa. (Your conclusion must be less than5lines).

MAKE SURE YOU WRITE LINES OF ARGUMENTS ON EACH AND EVERY PARAGRAPH. For more information or questions feel free to contact me via Whatsapp or calls to 0729272510(Msawenkosi Chamane) GOODLUCK!!!!!!

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12th (Inter-II) English Essays in PDF according to ALP 2021

12th English Notes R.M Waqas Lati 12.4K 11th Mar, 2021

12th (Inter-II) English Essays in PDF according to ALP 2021 - Contributed by Guest User

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Download Class 12th (Inter Part-2) all English Essays in PDF according to Accelerated Learning Program (ALP) 2021. This PDF contains following essays: 1) My Hobby 2) Pollution 3) Why I Love Pakistan 4) Cell Phone 5) Visit to a Historical Place 6) Computer 7) A Cricket Match 8) Technical Education 9) Corruption 10) My Favourite Personality 11) Life in a Big City

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12th (Inter-II) English Essays in PDF according to ALP 2021

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iGCSE 0580/0607 Maths Prep Questions + May/June 2024 QP & MS - Core & Ext

iGCSE 0580/0607 Maths Prep Questions + May/June 2024 QP & MS - Core & Ext

Subject: Mathematics

Age range: 14-16

Resource type: Assessment and revision

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essay 12 download

This resourceful material contains preparatory questions for the iGCSE 0580/0607 Maths Prep Questions plus the February/March 2024 Examination Questions for 0580 & 0607 & Mark Guides.

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CUET Answer Key 2024, Download UG Subject Wise Paper Solutions_0.1

CUET Answer Key 2024, Download UG Subject Wise Paper Solutions

The NTA will release the CUET answer key 2024 in the last week of June (tentative). Candidates can meanwhile download the CUET UG subject-wise paper solutions provided by Adda247 for all exam shifts

CUET Answer Key 2024

Table of Contents

The National Testing Agency has started conducting the most awaited Common University Entrance Test- Undergraduate, CUET UG, from today May 15 (Wednesday). The CUET UG 2024 exam is expected to be taken by more than 13 lakh candidates who have registered. Students attempting the exam can check their probable scores through the CUET answer key 2024.

The CUET UG answer key 2024 is expected to be issued by the NTA in the last week of June 2024. The NTA will publish the provisional answer key on this official website, exams.nta.ac.in/CUET-UG. However, before that, students can calculate their scores through the unofficial paper solutions provided on this page.

CUET Answer Key 2024

Our CUET exam’s expert faculty at Adda247 prepares the solutions for each of the exam paper on the basis of memory based questions provided by students. Students can get the questions and answers for all the exam shifts of the CUET UG 2024 exam. The CUET UG paper solutions PDF for both the online test subjects and offline test subjects will be shared below.

Check: CUET UG Exam Date Sheet 2024

CUET UG Answer Key 2024

The CUET scores determines the fate of lakhs of students for admission into undergraduate programs at top central and state universities like DU, JNU, Jamia, AMU, BHU, etc. The overview of the CUET UG 2024 answer key is provided herein.

CUET 2024 Answer Key Date

The official date has not ben notified by the NTA yet for the publication of the official response key. The NTA will release the preliminary solutions and then the final answers will be issued. Candidates will be allowed to make objection against the provisional answer declared.

As per the trusted media sources, the NTA is expected to publish the CUET UG provisional answer key 2024 for all subjects in the last week of June 2024. The final answer key is expected to be issued by the NTA in he second week of July 2024.

The important dates regarding the NTA’s official question paper key is tabulated below.

Must Check: CUET Exam Analysis 2024 for All Shifts

CUET Answer Key 2024 PDF Download

The PDFs for the CUET UG expert paper solutions for all the exam shifts and exam subjects will be provided below in the following table. The expert paper solutions for the Chemistry, Biology and English exam papers is available now.

Check: CUET Expected Question Paper 2024

How to Calculate Scores Using CUET UG 2024 Answer Key

Candidates can calculate their probable CUET UG exam scores by matching their answers with the official solutions PDF or expert answers PDF provided above. To calculate the expected marks on the result day, students need to know the marking scheme so that they can compute their scores based on the number of correct answers, wrong answers and unanswered questions. The marking scheme is given below.

Marks for correct response: +1 marks

Marks for incorrect answer: -0.25 marks

Marks for unattempted questions: 0

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How to Download CUET Official Answer Key 2024

Candidates can download the official response key along with the response sheet of the candidates from the official website by following the below-mentioned steps.

  • Go to the CUET UG 2024 official website.
  • On the main page, click on the link CUET(UG) Answer Key
  • After that, you’ll be taken to the login page. Enter the “CUET Application ID & Date of Birth” and select the “Login” button.
  • A ‘PDF’ version of the CUET answer key will appear on the computer screen.
  • Get the CUET 2024 answer key by downloading it. Save it to your files for future use.

Also Check: CUET UG Previous Year Question Papers

How to Raise Objections Against CUET Preliminary Answer Key

In the event that applicants discover any inconsistency, the NTA gives them the opportunity to contest the CUET answer key 2024. Students who want to challenge the CUET 2024 response key must follow the below-mentioned steps.

  • Go to the webpage of the NTA CUET to challenge the preliminary solutions
  • Select the tab labeled “Answer Key challenge for CUET 2024.”
  • In the login tab, provide your login information (birthdate and application number).
  • To view the question papers, candidates must click “View Question Papers.”
  • The question ID and correction option ID are visible to the candidates.
  • Click “Save your Claim” after selecting the option ID that you wish to contest. Candidates can now view all option IDs.
  • After uploading the necessary supporting documents, select “Save your Claim and Pay Fee Finally.”
  • Pay the processing charge using net banking, credit card, or debit card.
  • Take a printout of the submitted challenge for later use.

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When will the provisional answer key for the CUET 2024 exam be released?

The NTA will publish the provisional response key for the CUET UG 2024 exam in the last week of June (tentative).

When will the unofficial answer key for the CUET exam papers will be provided?

Students can download the CUET UG 2024 paper solutions for shift-wise exam papers after the conclusion of the test every day in the above article.

What is the expected date of the release of the CUET final answer key?

The CUET final response key for the 2024 exam is expected in the second week of July 2024.

Can I raise objection against the final response sheet published by the NTA?

No, students cannot raise objections against the final solutions of the exam paper. However, they can raise objections against the provisional answer key.

What is the official site to download CUET-UG answer key 2024?

Candidates can download the CUET UG preliminary as well as final answer sheet on the website, exams.nta.ac.in/CUET-UG.

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Announcing the NeurIPS 2023 Paper Awards 

Communications Chairs 2023 2023 Conference awards , neurips2023

By Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine and Comms Chair, Sahra Ghalebikesabi 

We are honored to announce the award-winning papers for NeurIPS 2023! This year’s prestigious awards consist of the Test of Time Award plus two Outstanding Paper Awards in each of these three categories: 

  • Two Outstanding Main Track Papers 
  • Two Outstanding Main Track Runner-Ups 
  • Two Outstanding Datasets and Benchmark Track Papers  

This year’s organizers received a record number of paper submissions. Of the 13,300 submitted papers that were reviewed by 968 Area Chairs, 98 senior area chairs, and 396 Ethics reviewers 3,540  were accepted after 502 papers were flagged for ethics reviews . 

We thank the awards committee for the main track: Yoav Artzi, Chelsea Finn, Ludwig Schmidt, Ricardo Silva, Isabel Valera, and Mengdi Wang. For the Datasets and Benchmarks track, we thank Sergio Escalera, Isabelle Guyon, Neil Lawrence, Dina Machuve, Olga Russakovsky, Hugo Jair Escalante, Deepti Ghadiyaram, and Serena Yeung. Conflicts of interest were taken into account in the decision process.

Congratulations to all the authors! See Posters Sessions Tue-Thur in Great Hall & B1-B2 (level 1).

Outstanding Main Track Papers

Privacy Auditing with One (1) Training Run Authors: Thomas Steinke · Milad Nasr · Matthew Jagielski

Poster session 2: Tue 12 Dec 5:15 p.m. — 7:15 p.m. CST, #1523

Oral: Tue 12 Dec 3:40 p.m. — 4:40 p.m. CST, Room R06-R09 (level 2)

Abstract: We propose a scheme for auditing differentially private machine learning systems with a single training run. This exploits the parallelism of being able to add or remove multiple training examples independently. We analyze this using the connection between differential privacy and statistical generalization, which avoids the cost of group privacy. Our auditing scheme requires minimal assumptions about the algorithm and can be applied in the black-box or white-box setting. We demonstrate the effectiveness of our framework by applying it to DP-SGD, where we can achieve meaningful empirical privacy lower bounds by training only one model. In contrast, standard methods would require training hundreds of models.

Are Emergent Abilities of Large Language Models a Mirage? Authors: Rylan Schaeffer · Brando Miranda · Sanmi Koyejo

Poster session 6: Thu 14 Dec 5:00 p.m. — 7:00 p.m. CST, #1108

Oral: Thu 14 Dec 3:20 p.m. — 3:35 p.m. CST, Hall C2 (level 1) 

Abstract: Recent work claims that large language models display emergent abilities, abilities not present in smaller-scale models that are present in larger-scale models. What makes emergent abilities intriguing is two-fold: their sharpness, transitioning seemingly instantaneously from not present to present, and their unpredictability , appearing at seemingly unforeseeable model scales. Here, we present an alternative explanation for emergent abilities: that for a particular task and model family, when analyzing fixed model outputs, emergent abilities appear due to the researcher’s choice of metric rather than due to fundamental changes in model behavior with scale. Specifically, nonlinear or discontinuous metrics produce apparent emergent abilities, whereas linear or continuous metrics produce smooth, continuous, predictable changes in model performance. We present our alternative explanation in a simple mathematical model, then test it in three complementary ways: we (1) make, test and confirm three predictions on the effect of metric choice using the InstructGPT/GPT-3 family on tasks with claimed emergent abilities, (2) make, test and confirm two predictions about metric choices in a meta-analysis of emergent abilities on BIG-Bench; and (3) show how to choose metrics to produce never-before-seen seemingly emergent abilities in multiple vision tasks across diverse deep networks. Via all three analyses, we provide evidence that alleged emergent abilities evaporate with different metrics or with better statistics, and may not be a fundamental property of scaling AI models.

Outstanding Main Track Runner-Ups

Scaling Data-Constrained Language Models Authors : Niklas Muennighoff · Alexander Rush · Boaz Barak · Teven Le Scao · Nouamane Tazi · Aleksandra Piktus · Sampo Pyysalo · Thomas Wolf · Colin Raffel

Poster session 2: Tue 12 Dec 5:15 p.m. — 7:15 p.m. CST, #813

Oral: Tue 12 Dec 3:40 p.m. — 4:40 p.m. CST, Hall C2 (level 1)  

Abstract : The current trend of scaling language models involves increasing both parameter count and training dataset size. Extrapolating this trend suggests that training dataset size may soon be limited by the amount of text data available on the internet. Motivated by this limit, we investigate scaling language models in data-constrained regimes. Specifically, we run a large set of experiments varying the extent of data repetition and compute budget, ranging up to 900 billion training tokens and 9 billion parameter models. We find that with constrained data for a fixed compute budget, training with up to 4 epochs of repeated data yields negligible changes to loss compared to having unique data. However, with more repetition, the value of adding compute eventually decays to zero. We propose and empirically validate a scaling law for compute optimality that accounts for the decreasing value of repeated tokens and excess parameters. Finally, we experiment with approaches mitigating data scarcity, including augmenting the training dataset with code data or removing commonly used filters. Models and datasets from our 400 training runs are freely available at https://github.com/huggingface/datablations .

Direct Preference Optimization: Your Language Model is Secretly a Reward Model Authors: Rafael Rafailov · Archit Sharma · Eric Mitchell · Christopher D Manning · Stefano Ermon · Chelsea Finn

Poster session 6: Thu 14 Dec 5:00 p.m. — 7:00 p.m. CST, #625

Oral: Thu 14 Dec 3:50 p.m. — 4:05 p.m. CST, Ballroom A-C (level 2)  

Abstract: While large-scale unsupervised language models (LMs) learn broad world knowledge and some reasoning skills, achieving precise control of their behavior is difficult due to the completely unsupervised nature of their training. Existing methods for gaining such steerability collect human labels of the relative quality of model generations and fine-tune the unsupervised LM to align with these preferences, often with reinforcement learning from human feedback (RLHF). However, RLHF is a complex and often unstable procedure, first fitting a reward model that reflects the human preferences, and then fine-tuning the large unsupervised LM using reinforcement learning to maximize this estimated reward without drifting too far from the original model. In this paper, we leverage a mapping between reward functions and optimal policies to show that this constrained reward maximization problem can be optimized exactly with a single stage of policy training, essentially solving a classification problem on the human preference data. The resulting algorithm, which we call Direct Preference Optimization (DPO), is stable, performant, and computationally lightweight, eliminating the need for fitting a reward model, sampling from the LM during fine-tuning, or performing significant hyperparameter tuning. Our experiments show that DPO can fine-tune LMs to align with human preferences as well as or better than existing methods. Notably, fine-tuning with DPO exceeds RLHF’s ability to control sentiment of generations and improves response quality in summarization and single-turn dialogue while being substantially simpler to implement and train.

Outstanding Datasets and Benchmarks Papers

In the dataset category : 

ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation

Authors:  Sungduk Yu · Walter Hannah · Liran Peng · Jerry Lin · Mohamed Aziz Bhouri · Ritwik Gupta · Björn Lütjens · Justus C. Will · Gunnar Behrens · Julius Busecke · Nora Loose · Charles Stern · Tom Beucler · Bryce Harrop · Benjamin Hillman · Andrea Jenney · Savannah L. Ferretti · Nana Liu · Animashree Anandkumar · Noah Brenowitz · Veronika Eyring · Nicholas Geneva · Pierre Gentine · Stephan Mandt · Jaideep Pathak · Akshay Subramaniam · Carl Vondrick · Rose Yu · Laure Zanna · Tian Zheng · Ryan Abernathey · Fiaz Ahmed · David Bader · Pierre Baldi · Elizabeth Barnes · Christopher Bretherton · Peter Caldwell · Wayne Chuang · Yilun Han · YU HUANG · Fernando Iglesias-Suarez · Sanket Jantre · Karthik Kashinath · Marat Khairoutdinov · Thorsten Kurth · Nicholas Lutsko · Po-Lun Ma · Griffin Mooers · J. David Neelin · David Randall · Sara Shamekh · Mark Taylor · Nathan Urban · Janni Yuval · Guang Zhang · Mike Pritchard

Poster session 4: Wed 13 Dec 5:00 p.m. — 7:00 p.m. CST, #105 

Oral: Wed 13 Dec 3:45 p.m. — 4:00 p.m. CST, Ballroom A-C (level 2)

Abstract: Modern climate projections lack adequate spatial and temporal resolution due to computational constraints. A consequence is inaccurate and imprecise predictions of critical processes such as storms. Hybrid methods that combine physics with machine learning (ML) have introduced a new generation of higher fidelity climate simulators that can sidestep Moore’s Law by outsourcing compute-hungry, short, high-resolution simulations to ML emulators. However, this hybrid ML-physics simulation approach requires domain-specific treatment and has been inaccessible to ML experts because of lack of training data and relevant, easy-to-use workflows. We present ClimSim, the largest-ever dataset designed for hybrid ML-physics research. It comprises multi-scale climate simulations, developed by a consortium of climate scientists and ML researchers. It consists of 5.7 billion pairs of multivariate input and output vectors that isolate the influence of locally-nested, high-resolution, high-fidelity physics on a host climate simulator’s macro-scale physical state. The dataset is global in coverage, spans multiple years at high sampling frequency, and is designed such that resulting emulators are compatible with downstream coupling into operational climate simulators. We implement a range of deterministic and stochastic regression baselines to highlight the ML challenges and their scoring. The data (https://huggingface.co/datasets/LEAP/ClimSim_high-res) and code (https://leap-stc.github.io/ClimSim) are released openly to support the development of hybrid ML-physics and high-fidelity climate simulations for the benefit of science and society.   

In the benchmark category :

DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models

Authors: Boxin Wang · Weixin Chen · Hengzhi Pei · Chulin Xie · Mintong Kang · Chenhui Zhang · Chejian Xu · Zidi Xiong · Ritik Dutta · Rylan Schaeffer · Sang Truong · Simran Arora · Mantas Mazeika · Dan Hendrycks · Zinan Lin · Yu Cheng · Sanmi Koyejo · Dawn Song · Bo Li

Poster session 1: Tue 12 Dec 10:45 a.m. — 12:45 p.m. CST, #1618  

Oral: Tue 12 Dec 10:30 a.m. — 10:45 a.m. CST, Ballroom A-C (Level 2)

Abstract: Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains limited, practitioners have proposed employing capable GPT models for sensitive applications to healthcare and finance – where mistakes can be costly. To this end, this work proposes a comprehensive trustworthiness evaluation for large language models with a focus on GPT-4 and GPT-3.5, considering diverse perspectives – including toxicity, stereotype bias, adversarial robustness, out-of-distribution robustness, robustness on adversarial demonstrations, privacy, machine ethics, and fairness. Based on our evaluations, we discover previously unpublished vulnerabilities to trustworthiness threats. For instance, we find that GPT models can be easily misled to generate toxic and biased outputs and leak private information in both training data and conversation history. We also find that although GPT-4 is usually more trustworthy than GPT-3.5 on standard benchmarks, GPT-4 is more vulnerable given jailbreaking system or user prompts, potentially due to the reason that GPT-4 follows the (misleading) instructions more precisely. Our work illustrates a comprehensive trustworthiness evaluation of GPT models and sheds light on the trustworthiness gaps. Our benchmark is publicly available at https://decodingtrust.github.io/.

Test of Time

This year, following the usual practice, we chose a NeurIPS paper from 10 years ago to receive the Test of Time Award, and “ Distributed Representations of Words and Phrases and their Compositionality ” by Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeffrey Dean, won. 

Published at NeurIPS 2013 and cited over 40,000 times, the work introduced the seminal word embedding technique word2vec. Demonstrating the power of learning from large amounts of unstructured text, the work catalyzed progress that marked the beginning of a new era in natural language processing.

Greg Corrado and Jeffrey Dean will be giving a talk about this work and related research on Tuesday, 12 Dec at 3:05 – 3:25 pm CST in Hall F.  

Related Posts

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Reflections on the neurips 2023 ethics review process, neurips newsletter – november 2023.

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UP Board Class 12 Latest Syllabus 2024-2025 Released: Download The Subject Wise Syllabus PDF’s For Free

Up board class 12 syllabus all subjects: the council of secondary education, uttar pradesh has made available the latest syllabus for class 12 for all subjects on its official website which is upmsp.edu.in. students and teachers can download the direct link..

Akshita Jolly

UP Board Class 12 All Subjects Syllabus 2024-2025: The new academic session has just begun and UP board has provided the latest syllabus for Class 12 that includes all the subjects. In the UP board-released syllabus, you can find the latest PDFs of the compulsory and optional subjects in free downloadable format.

Steps To Download UP Board Class 12 Syllabus 2024-25

Step 1: Open the official website of UPMSP which is upmsp.edu.in. 

Step 2: Click on the Syllabus / पाठ्यक्रम 24-25 section that is given on the left side of the website. 

Step 3: Click on the subject name which you want the syllabus for under the 12-class column. 

Details Provided in UP Board Class 12 Syllabus 2024-25

  • The Core Structure Of Every Subject
  • Unit-wise weightage of Marks
  • Subject-wise course content
  • Project/ Practical Work Details
  • Internal Assessment 

Features Of Class 12 UP Board

  • The UP Board Class 12 syllabus is designed in such a way that it helps the students to know about the latest pattern of every subject. 
  • The course structure along with its total weightage is also provided in the syllabus. 
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  • Simple language makes it easy to understand and comprehend. 

UP Board Class 12 Syllabus 2024-25 For Main Subjects

Up board class 12 syllabus 2024-25 for languages, up board class 12 syllabus 2024-25 for other languages, up board class 12 syllabus 2024-25 for other subjects, up board curicullum salient features.

  • Provide ample scope for a holistic environment that is building physical, intellectual and social development among the students.
  • Making the learning process an easy one by acquiring easy teaching methods and attaining mastery over laid-down competencies.
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  • Promote 21st Century Skills, Life Skills, Financial Literacy, Digital Literacy, Health and Wellness, Road Safety, Citizenship Education, Disaster Management and multilingualism.
  • Enhance and support learning through different types of assessments; and strengthen the knowledge of students with easy learning methods. 
  • Integrate environmental education in various disciplines from classes 1 to 12. 

Students can easily download the syllabus PDFs for every subject to start preparing for their upcoming exams. 

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Guest Essay

The Simple Math That Could Swing the Election to Biden

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By Mark Penn

Mr. Penn was a pollster and an adviser to President Bill Clinton and Hillary Clinton from 1995 to 2008. He is chairman of the Harris Poll and chief executive of Stagwell Inc.

President Biden appears behind in all the swing states, and his campaign appears all too focused on firming up his political base on the left with his new shift on Israel , a $7 trillion budget and massive tax increases and is failing to connect on the basic issues of inflation , immigration and energy . By pitching too much to the base, he is leaving behind the centrist voters who shift between parties from election to election and, I believe, will be the key factor deciding the 2024 race.

I’ve spent decades looking at the behavior of swing voters and how candidates appeal to them, including for Bill Clinton’s re-election campaign in 1996. If Mr. Biden wants to serve another four years, he has to stop being dragged to the left and chart a different course closer to the center that appeals to those voters who favor bipartisan compromises to our core issues, fiscal discipline and a strong America.

People usually assume that turning out so-called base voters in an election matters most, since swing voters are fewer in number. And it’s true that in today’s polarized environment, Mr. Biden and Mr. Trump have about 40 percent of voters each and nothing will change those people’s minds. But in that remaining 20 percent of the electorate, voters have disproportionate power because of their potential to switch. It’s simple math: Take a race tied in the run-up 5 to 5. If one voter swings, the tally becomes 6 to 4. Two voters would then need to be turned out just to tie it up, and a third one would be needed to win.

The simple power of this math — which drove the campaigns of Mr. Clinton (with his message about “building a bridge to the 21st century”), George W. Bush (“compassionate conservatism”) and Barack Obama (“hope and change”) — has been obscured, undoubtedly by base groups like unions or PACs that have a vested interest in maintaining their sway and power. Take Michigan, a battleground state where Mr. Trump has led Mr. Biden by as many as three percentage points in the past month. To overcome that gap, Mr. Biden would need to bring out nearly 250,000 additional voters (3 percent of more than eight million registered voters) just to tie it up in a state that has already achieved a record of over 70 percent turnout in a presidential year. Or Mr. Biden could switch just 125,000 swing voters and win.

Despite this math, scared candidates are, in my experience, easily sold the idea that the Democratic base or Republican base is going to stay home in November unless they are constantly fed what they want to hear. One call from the head of a religious group, a civil rights group, a labor group and others (often called the groups), and fear runs through a campaign. A New York Times article this winter about Black pastors warning the Biden White House that his Gaza war policy could imperil re-election is a good example. Maybe if Mr. Biden were running against a well-liked centrist opponent, concern could be justified. But during a fall election against Mr. Trump, the final month of this campaign is going to see a frenzy of get-out-the-vote efforts, and I doubt the Democratic base is going to sit idly by at the thought of the Trump limo cruising up Pennsylvania Avenue. The reality is that swing voters in battleground states who are upset about immigration, inflation and what they see as extreme climate policies and weakness in foreign affairs are likely to put Mr. Trump back in office if they are not blunted.

Consider some Democratic electoral history. Mr. Biden got 81 percent of the vote in the Michigan Democratic presidential primary in February. He got roughly similar percentages in the Colorado, Texas and Massachusetts primaries — not too far below other incumbent presidents with a weak job rating. And yet for months, liberal commentators and activists pointed to the Michigan protest vote as proof that he is doomed in November over his Israel stance. But Michigan was hardly a repeat of the 1968 New Hampshire primary that effectively ended Lyndon Johnson’s re-election bid; Eugene McCarthy got 42 percent, and that was a truly sizable protest.

I believe most of the 101,000 uncommitted votes that Mr. Biden lost in Michigan will come home in the end because they have nowhere else to go and the threat Mr. Trump poses will become clearer and scarier in the next six months. But regardless, there’s a much bigger opportunity for Mr. Biden if he looks in the other direction. Mr. Trump lost nearly 300,000 votes to Nikki Haley in the Michigan Republican primary. These people are in the moderate center, and many of them could be persuaded to vote for Mr. Biden if he fine-tuned his message to bring them in. And remember to multiply by two: Persuading those 300,000 Republicans to cross party lines would have the equivalent force of turning out 600,000 Democrats. The same math applies to other battleground states, like Pennsylvania, where 158,000 people voted for Ms. Haley instead of Mr. Trump in the Republican primary, even though she dropped out seven weeks earlier.

Unfortunately, Mr. Biden is not reaching out to moderate voters with policy ideas or a strong campaign message. He is not showing clear evidence of bringing in large numbers of swing voters in the battleground states at this point. Those swing voters look for fiscal restraint without tax increases, climate policies that still give people a choice of cars and fuels and immigration policies that are compassionate to those who are here but close the borders. The balanced budget remains one of the single strongest measures that swing and other voters want. Mr. Clinton’s efforts to balance the budget set off the revolution that resulted in an eight-point win, even with third-party candidates in 1996, and catapulted his job approval ratings to above 70 percent. Instead of pivoting to the center when talking to 32 million people tuned in to his State of the Union address, Mr. Biden doubled down on his base strategy with hits like class warfare attacks on the rich and big corporations, big tax increases, student loan giveaways and further expansions of social programs despite a deficit of more than $1.1 trillion. The results quickly dissipated.

Mr. Biden’s campaign has fundamentally miscalculated on Israel. Those Haley voters are strong defense voters who would back our ally Israel unreservedly and, I believe, want to see a president who would put maximum pressure on Hamas to release hostages. By pandering to base voters with no choice, Biden is pushing the Haley vote to Mr. Trump, and so his first instincts on Israel were both good policy and good politics. Eighty-four percent of independents surveyed said they supported Israel more than Hamas in the conflict, and 63 percent said they believed a cease-fire should occur only after the hostages have been released. The more Mr. Biden has pandered to the left by softening his support of Israel, the weaker he looks, and the more his foreign policy ratings have declined. Rather than pull decisively away from Israel, Mr. Biden should instead find a plan that enables Israel to go into Rafah and that has enough precautions for Rafah’s civilians so the American president can back it.

At this point, Mr. Biden also needs to give a serious speech on the issues of crime and immigration and what they are doing to our inner cities. He has to combine policies of fair policing and treatment of DACA recipients with tougher crime and immigration policies. Seventy-eight percent of independents polled said they wanted the Biden administration to make it tougher to get into the United States illegally, but 63 percent said they ultimately wanted compromise legislation that strengthens the border while giving DACA recipients a path to citizenship. On crime, despite many violent crime metrics returning to their pre-Covid levels last year, voters have been more worried than ever. Eighty-three percent of voters said they wanted shoplifting laws to be enforced strictly , and 69 percent said they supported Justice Department intervention against city district attorneys who are pulling back prosecution of violent offenders. Mr. Biden has to be more responsive to these concerns.

Mr. Biden’s energy policies, especially his push for more electric vehicles, are not popular, either. Fifty-nine percent of Americans said they opposed the mandate that half of cars sold in the United States by 2030 be electric. In Michigan, Mr. Trump has identified a potentially killer strategy by going around telling autoworkers that electric vehicles will destroy their jobs. Unlike foreign policy issues, threats concerning the loss of auto industry jobs could directly affect hundreds of thousands of voters in Michigan.

The 2024 election is a rematch, but Mr. Biden should not assume that he will get the same result as he did in 2020 in Michigan, Pennsylvania, Arizona, Georgia and other battleground states by running the same playbook. This time around, he is seen as older, and the assessment of the job that he has done is in negative territory. While he won’t get any younger, he could still move more to the center, vacuum up swing voters who desperately want to reject Mr. Trump, strengthen his image as a leader by destroying Hamas and rally the base at the end. But that means first pushing back against the base rather than pandering to it and remembering that when it comes to the math of elections, swing is king.

Mark Penn was a pollster and an adviser to President Bill Clinton and Hillary Clinton from 1995 to 2008. He is chairman of the Harris Poll and chief executive of Stagwell Inc.

The Times is committed to publishing a diversity of letters to the editor. We’d like to hear what you think about this or any of our articles. Here are some tips . And here’s our email: [email protected] .

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