the crucible essays pdf

The Crucible

Arthur miller, ask litcharts ai: the answer to your questions.

Welcome to the LitCharts study guide on Arthur Miller's The Crucible . Created by the original team behind SparkNotes, LitCharts are the world's best literature guides.

The Crucible: Introduction

The crucible: plot summary, the crucible: detailed summary & analysis, the crucible: themes, the crucible: quotes, the crucible: characters, the crucible: symbols, the crucible: theme wheel, brief biography of arthur miller.

The Crucible PDF

Historical Context of The Crucible

Other books related to the crucible.

  • Full Title: The Crucible
  • When Written: 1950-52
  • When Published: 1953
  • Literary Period: Realist Drama
  • Genre: Tragic Drama
  • Setting: Salem, Massachusetts in 1692, when it was a Puritan colony
  • Climax: The Crucible has an odd structure, in which each of the four acts ends on a climax. Act I: the girls scream out the names of witches. Act II: Proctor vows he will confront Abigail. Act III: Proctor reveals his adultery with Abigail, and Elizabeth Proctor lies. Act IV: Proctor rips up his confession.
  • Antagonist: Abigail Williams

Extra Credit for The Crucible

The Real Salem Witch Trials. In his depiction of the witch trials, Miller took many major departures from fact. For instance, John Proctor was nearly 60 and Abigail Williams only 11 at the time of the witch trials. Any affair between the two is highly unlikely, to say the least. Miller was always open about the liberties he took with history, saying that he was writing "a fictional story about an important theme."

Some Like it Hot. Arthur Miller was not a star the way writers are stars today. He was much, much bigger than that. After he wrote Death of a Salesman , he was a tremendous national sensation. In fact, he was such a big star that he married Marilyn Monroe. The couple married in 1956, and stayed together until 1961.

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The Crucible

By arthur miller, the crucible essay questions.

The Crucible is famous as a political allegory, but what exactly is Miller trying to say? Who do you think is being most criticized in the contemporary analogy?

Miller was particularly offended by those who "named names" before HUAC, and he himself refused to do so. While the Crucible indeed villainized the prosecutors and Court – those in the parallel positions of Joe McCarthy and HUAC – the play martyrs Corey and Proctor for refusing to do so. At the expense of their own lives, Corey and Proctor refused to condemn others, and in Miller's eyes this is the only truly moral decision.

The Crucible features a significant reversal of social roles in the Salem community. Choose a character whose position of power is upended and analyze the development of their role in the town and in the narrative. Can you make any observations about gender in this process?

The witch trials greatly increased the power and agency of otherwise lowly women like Tituba and Abigail, while bringing down more respected community members like Rebecca Nurse and Elizabeth. The position of men remained more stable – they were always in charge, and even if some of them were executed for witchcraft they would always control the positions of highest authority.

What is the role of gossip in the trials? How does Miller use gossip to implicate the whole town in the events of the witch trials?

Clearly the trials are begun by the wagging of tongues after the girls are found in the woods, but gossip certainly has a more enduring role. Reputations in Salem are made or broken based on slander and rumor, and reputation was a man's only defense against accusation – and even that often failed to correct aspersions. But gossip also proves to be a destructive force even in the hands of the good and unwitting, taking on a life of its own – Giles Corey, for instance, condemns his own wife simply by a slip of the tongue.

Miller makes some significant changes to the historical events for the play – most noticeably, he raises Abigail's age from 11 to 19, and invents an affair between her and Proctor. What purpose does this serve?

The affair is a dramatic device. It provides motive for Abigail's accusation of Elizabeth, and complicates the relationship between the Proctors. By raising Abigail's age and giving her motives of revenge, Miller can complicate the characterization of what would otherwise be a tale-telling little girl, without compromising her villainy.

Clearly, Proctor is the protagonist of the play, dominating three of the four acts. What begins as an ensemble rendering of the town's drama ends in an examination of a decision by one man, the focus gradually narrowed over the course of the play. How does Miller make this 17th century farmer into a character capable of holding our interest and sympathies for two hours?

Proctor is developed as a "modern" figure in the play. He is resistant to authority, rebelling against both the church and the state. He sees through humbug and shouts it down. Moreover, he has a complicated relationship with his wife, and is flawed but in an understandable way. He is independent minded, and struggles against the conformity of Salem that is so like 1950s America. In short, he's like every other hero rebel – the same man in so many movies in stories, just realized this time in 17th century Salem.

What started the Salem witch trials? In their contemporary parallel of the red scare, we know that there really were Communists. But in 17th century Salem, there was no true witchcraft. So how did this thing start, and what does Miller have to say about its origins?

A major point of the play is that the witch trials were not truly started by any event or scandal – the discovery of the girls dancing in the woods was merely a tipping point, not the true origin. Miller is steadfast in his belief that the social structure of Salem is what caused the witch hunt and allowed it to accelerate. If it hadn't been Betty Paris falling sick after dancing in the woods, it would have been something else.

Act One is punctuated by prose passages in which Miller details the background of Salem and the characters. However, this background mixes facts from the historical record with the changes Miller made for dramatic reasons. What do you think of this?

Because the prose passages are contained within a fictionalized dramatic work, a reader should be aware that the passages are subject to the limitations of the form. However, Miller speaks with the voice of a historian in these passages, not with the voice of a playwright, and gives no indication that what he says is less than historical fact. Indeed, it is a slightly worrisome idea – a play about a man who died for the truth is so free with its own truths.

What is the function of Reverend Hale in the narrative?

Reverend Hale is an interesting and well-developed minor character. He serves the dramatic function of an outsider, aiding in exposition in the first act even as his presence catalyzes the witch trials. But in the third act, he begins to question the trials, and by the fourth act has renounced them completely and is actively working against them. Hale shows that the ministry and the courts need not all be evil, but that it is possible to realize the error of one's own ways and work to fix their effects.

Mary Warren is a bit of a cipher – we see her only as a pawn of Abigail, and then of Proctor, and then again of Abigail. Do we learn anything about the "real" Mary Warren?

Mary Warren is a particularly undeveloped character in the narrative, who functions largely as a plot device. We know that she is a weak-willed and terrified girl, who is easily manipulated by people stronger than herself. Abigail and Proctor are the ones who manipulate her, both threatening her with violence and vengeance, which draws a lucid connection between those two. Mary wants to be good, but she lacks the ability to see clearly where this good choice lies.

Are the judges evil? Be sure to define what you mean by "evil" in your answer.

This is a deceptively simple question. Miller believed that the judges in the witch trials were purely evil, and has stated that if he were to rewrite the play, he would make them less human and more obviously and thoroughly evil. But is evil a function of the will, or a failure of reason? These men did not set out to do evil – they legitimately saw themselves as doing God's work. Is it evil to be wrong? Arguably, the Putnams are the most evil characters in Miller's interpretation of the events, as they both support the trials and clearly are aware of the falsity of the charges.

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The Crucible Questions and Answers

The Question and Answer section for The Crucible is a great resource to ask questions, find answers, and discuss the novel.

The Crucible, Act 2

1) Proctor believe the girls to be liars and tells Hale how Abigail said Parris discovered the girls sporting in the woods. Hale claims that it is nonsense, as so many have confessed, but Proctor says that anyone would confess if they will be...

As the act opens, who is being interrogated, and on what charge?

In the beginning of Act III, Martha Corey is being interrogated on charges of witchcraft.

why does reverend parris send for reverend hale?

Because Reverend Hale is an intelligent man who has studied witchcraft extensively.

Study Guide for The Crucible

The Crucible is a play by Arthur Miller. The Crucible study guide contains a biography of Arthur Miller, literature essays, quiz questions, major themes, characters, and a full summary and analysis.

  • About The Crucible
  • The Crucible Summary
  • Character List

Essays for The Crucible

The Crucible essays are academic essays for citation. These papers were written primarily by students and provide critical analysis of The Crucible by Arthur Miller.

  • Conformity, Imbalance of Power, and Social Injustice
  • Sins and Ambitions
  • The Stream of Conscience in Arthur Miller's The Crucible
  • The Crucible as an Allegory
  • Contemporary Events Leading to The Crucible

Lesson Plan for The Crucible

  • About the Author
  • Study Objectives
  • Common Core Standards
  • Introduction to The Crucible
  • Relationship to Other Books
  • Bringing in Technology
  • Notes to the Teacher
  • Related Links
  • The Crucible Bibliography

Wikipedia Entries for The Crucible

  • Introduction
  • Characters (in order of appearance)
  • Notable casts
  • Originality

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THE CRUCIBLE ARGUMENTATION ESSAY NOTES

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 Overall, effective essays! Correct MLA heading/header/parenthetical documentation (Miller 503), creative titles, effective format-Intro. = hook, narrow, thesis), body paragraphs with evidence/quotes (at least 4 specific textual references) & analysis, and conclusion. Range out of 10 – see side board = 5-10

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The critical essay treats the question of a coerced confession such as it is often practiced in the famous Arthur Miller's play The Crucible (1952) about witch trials in Salem Village, Massachusetts.

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Cyber Literature, a bi-annual journal of English studies with ISSN: 0972-0901 is a peer-reviewed research journal launched in 1997. The present issue consists of 10 research papers and 7 books reviews.

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A brief paper exploring the paralels between the witch hunt in Salem (17th century) and McCarthyism (20th century). The main focus lies on the Salem Witch Hunt and the papers begins and ends with relevant quotes from Terry Pratchett's Wee Free Men.

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The Historic Trump Court Cases That We Cannot See

By Neal Katyal

A photo of Donald Trump pictured on the screen of a video camera.

Over the past month, in two courtrooms some two hundred and fifty miles apart, the government was hearing arguments in two of the most consequential court cases in American history. In New York, at the Manhattan Criminal Courthouse, a judge was presiding over the first criminal trial of a former U.S. President. Meanwhile, in Washington D.C., at the United States Supreme Court, the nine Justices were mulling over a grave question of constitutional law—whether a former President is immune from criminal prosecution.

The two courtrooms could hardly be more different, with the polished white marble of the U.S. Supreme Court contrasting with the more ramshackle wooden court furnishings in Manhattan. And yet both rooms are similarly opaque, with most Americans unable to see what’s happening inside of either one. Cameras are prohibited, and so the only way to observe the proceedings is to wait in line outside, in hopes of snagging one of the few seats reserved for members of the public. (The Supreme Court saves room for fifty public spectators; the Manhattan Criminal Courthouse has been able to accommodate around ten.) This is despite the fact that the American people pay for these courtrooms with their tax dollars, and the fact that prosecutions are brought in their name. The New York case is called the People v. Donald J. Trump.

Like grownups who abstain from tequila because of a bad experience with it in high school, the bans on cameras are the lingering effects of some early issues with courtroom photography. In 1935, Bruno Hauptmann was put on trial in New Jersey for kidnapping and murdering the nearly two-year-old son of the aviator Charles Lindbergh. At that trial, cameras were allowed under certain conditions: they could film during trial recesses but not while witnesses were testifying. And yet camera footage of the trial testimony leaked, and Hauptmann’s trial became a media circus. This defiance of court restrictions, paired with the bright flashes in the courtroom and the general mayhem caused by the cameramen, ultimately led the trial judge to ban photography for the rest of the proceedings. Many states followed suit.

Once television became ubiquitous, in the nineteen-fifties, the prohibitions on cameras began to seem antiquated. Some states rolled back their anti-camera legislation, and, today, most permit some form of audiovisual coverage in court, whether it be still photography during testimony, audio recordings, or live broadcasts on television. Federal appellate courts, too, permit live broadcasts, as does the International Criminal Court. But not so New York. In 1952, the state adopted a statute still in place today, banning all cameras in the courtroom—a law so broad that one court-reform organization, the Fund for Modern Courts, has called it “an extreme outlier among the states.” The U.S. Supreme Court, for its part, prohibits cameras but makes live audio of oral arguments available. That puts the Court in better audiovisual stead than New York, and yet there’s a lot that happens in court that cannot be captured by either audio or transcript.

As a member of the Supreme Court bar, I was able to sit at the front of the courtroom for the arguments in Trump v. United States, the Presidential-immunity case. I could see Justice Amy Coney Barrett’s face twist into an expression of utter incredulity as Trump’s lawyer D. John Sauer claimed that a President sending a Navy SEAL team to assassinate a political rival was not an indictable crime. I was able to watch Michael Dreeben, the lawyer for the special counsel Jack Smith, painstakingly describe the counts in one of the federal indictments against Trump, relating to his abuse of the Justice Department. Dreeben outlined how Trump tried to pressure top Justice Department officials into sending letters to state legislatures expressing doubt about the election counts, and how Trump threatened to fire those officials if they didn’t comply. After Dreeben relayed this information, almost two hours into the proceedings, I could see the Court dynamics shift. The Justices began to listen far more closely to him, sitting up in their chairs.

I’ve personally seen more than four hundred oral arguments at the Supreme Court. Why bother trudging all the way to One First Street when I could just listen to audio recordings or read a transcript? Because neither is any sort of substitute for watching the way in which these arguments are delivered, and for observing the dynamics on display in the courtroom. The Court itself isn’t satisfied with just reading a bunch of written words in briefs; it insists on seeing advocates deliver their arguments in person. More than fifty Americans should get that same basic opportunity.

The judiciary is the least democratic of the three branches of the government. Supreme Court Justices, who have lifetime tenure, are appointed, not elected. And so they are required to justify their decisions in ways that elected officials are not. President Joe Biden can sign an executive order without explaining his reasoning behind it. (It might cause a P.R. crisis, but it’s certainly within his power to do this.) By contrast, when the Justices overturn a longtime legal precedent, or when they create a new one, whether major or minor, they must issue written opinions explaining their decision-making process. This process might be as significant as the opinion itself. Oral arguments are, undoubtedly, a major part of that process, and yet most Americans are barely even aware that oral arguments are happening—let alone what arguments are being made—creating a situation in which the public receives a pile of controversial opinions, every June, with little context. One can imagine that if oral arguments were televised, Americans might spend the year doing what the Justices do: thinking through a bunch of complicated, nuanced questions before ultimately reaching their own conclusions.

The Court today is relying far too much on the idea that Americans are going to seek out audio feeds of oral arguments. This is unrealistic in an age of TV and Instagram. It’s not 1936, and Americans aren’t huddled around a radio in the family room. Without the visual component, it is unlikely that they are going to pay attention to the arguments in a Supreme Court case, even if the decision that’s eventually rendered may directly affect their lives. It would serve the Court well for Americans to be confronted with the same questions that are raised during oral arguments. It would also serve Americans well to see how the Court, which is increasingly seen as a politically motivated entity, is genuinely grappling with questions about governance, such as how to draw the line between an official Presidential act (like appointing a Cabinet member), and a private one (like taking a bribe from said Cabinet member).

The public is missing even more when it comes to Trump’s criminal trial in Manhattan, which, ironically, is all about whether Trump committed crimes in his efforts to keep information from the American people, in the run-up to the 2016 Presidential election. Last week, the adult-film actor Stormy Daniels went on the stand and told the full story of her relationship with Trump, from their initial sexual encounter, in 2006, to the hush-money agreement that she negotiated with Trump and his former lawyer Michael Cohen some ten years later. We were unable to watch her tell it, or to watch how she handled being cross-examined, in the same way that we were unable to watch Hope Hicks, a witness called by the government, tearfully testify about her old boss, or the former tabloid C.E.O. David Pecker speak to the dozens of stories that the National Enquirer has killed about Trump and other politicians over the years. We can read quotes published online, but it is much harder, from behind our computer screens, to read between the lines. Did Hope Hicks start crying because she felt bad about turning on Trump, or because she was overwhelmed by the trial, or because of something else? Different reporters have had different takes, but we’ve been denied the opportunity to watch her testimony and decide for ourselves. And, of course, we’ve been unable to observe the behavior of the defendant, Donald Trump: how he comports himself in the room, how he reacts to the testimony of witnesses, how he carries himself, and so much more. (Just imagine how different the O. J. Simpson “gloves don’t fit” testimony would have been, had it been reduced to a transcript—or even a highly descriptive newspaper article.) Journalists have done their best to describe what’s happening in the room, and yet even the most faithful retellings can be subjective, skewed by something as simple as where the writer was sitting in the courtroom, and what kind of view they may have had. Some reports, for example, say that Trump keeps falling asleep during the trial; others disagree.

On Monday, Cohen is on the stand—more important testimony that we will not see. There’s also a chance, albeit a small one, that Trump himself will eventually testify in the New York trial. If he does, the American people will not be able to witness some of the most significant trial testimony given in our lifetimes. And if he does not testify, cameras would be the only way for us to see Trump’s true reaction to the case being presented against him. Instead, the lack of cameras has catalyzed a lopsided spin cycle outside the courtroom. Trump leaves the courtroom each day, where the reporters waiting outside for him do have cameras, and he characterizes the proceedings in a gravely slanted way, which then gets broadcast on cable news. The lawyers for the prosecution cannot publicly grandstand like this; rules of prosecutorial ethics require them to make their arguments inside the courtroom, not outside of it. The result is a structural asymmetry, which isn’t just confined to the two sides of the court case. The characters appearing on the witness stand, from Daniels to Cohen, are all subject to innuendo and character attacks, with the public unable to fact-check how these individuals are portrayed by the media. The same goes for the Supreme Court. Don’t believe what I said about Justice Barrett’s facial expression during oral arguments? Tough luck, you can’t go back and check the video, because there isn’t one.

Even if one accepts these rules for a normal trial, you’d think that there’d be an exception for ones that are so clearly in the public interest. Trump is not just a former President but a candidate for President, and twenty-four per cent of Republicans say they would not vote for him if he were convicted of a felony by a jury. The immunity case, too, is of grave concern to the public, as the Justices are essentially deciding whether Trump’s other trials should move forward. The risk is of a double darkness—that a Supreme Court the American public cannot see will render a decision preventing Americans from even hearing the rest of evidence against Trump, by stopping his trials from taking place altogether.

What possible rationale can there be for having a courtroom placed out of view of the people who paid for it? To be sure, confidentiality is sometimes required, from the Constitutional Convention of 1787 to the modern-day jury room. But courtroom proceedings are, by their nature, meant to be transparent, centered on a fact-gathering and argumentation process. Expecting cameras in the courtroom is not unlike expecting body cameras to be worn by police officers, who, like judges, are sworn to uphold the rule of law.

Some fear that courtroom cameras will prompt witnesses to be intimidated and scared. I understand this concern; indeed, I once shared it. From 2020 to 2023, I was privileged to serve as special prosecutor in one of the most high-profile trials in modern history, the trial of Derek Chauvin for the murder of George Floyd . Up until this case, Minnesota had never televised a criminal trial. As prosecutors in the case, and in accordance with Minnesota law and practice, we requested that cameras be forbidden. We feared, in particular, for the safety and comfort of a seventeen-year-old witness, who had taken the video of Floyd’s murder.

The judge, fortunately, overruled us. Americans were able to see, with their own eyes, what happened in that courtroom. They could see the evidence that both sides were able to muster, examine Chauvin’s demeanor in court, and assess the credibility of the on-the-scene witnesses and medical experts. The result was public confidence in the outcome of the trial. When Chauvin was ultimately convicted, there were no mass riots or protests, despite speculation beforehand that either outcome would result in unrest. The trial underscored the importance of courtroom cameras, just as the initial video of Floyd’s murder, recorded by that young witness, was critical in drawing public attention to the incident in the first place.

There have been concerns, too, that televised legal proceedings create perverse incentives for lawyers and judges, who may be tempted to play for the public, and distort the truth-seeking function of the court. That is a possibility, although the democratic benefits strongly outweigh that risk, just as they do for Congress (televised) and the President (extensively televised). And the reverse is more likely, as courtroom participants are incentivized to act with greater care when their actions will be viewable by millions. In 2017, I argued against President Trump’s Muslim ban in the federal appeals court in Seattle, and the oral argument was covered on live television. If anything, the cameras induced us attorneys to be even more conscious of keeping the proceedings solemn. Ultimately, cameras would allow Americans to see what I get to see when I am in court: a bunch of judges who are trying their hardest to resolve difficult cases in a straightforward and honest way. Judge Juan Merchan, who is presiding over Trump’s criminal trial in Manhattan, is a perfect example. Those in the courtroom describe an even-keeled and balanced judge, but Trump goes out every day blasting him as a biased accomplice of President Biden. Televised proceedings would empower Americans to make these judgments for themselves.

The mechanism to fix all of this is not difficult to implement. Changing the rules in New York would likely require the state legislature to lift its ban on cameras, although it is conceivable that a court may try to do so on its own, as Minnesota did in the Chauvin case. Televising Supreme Court arguments would not even require legislation; it could be done by mere Court rule. And, should the Court not act, legislation has been introduced by Senators Chuck Grassley and Dick Durbin to force them to do so. The bill, known as the Cameras in the Courtroom Act, would require the Supreme Court to permit television coverage of oral arguments and other open sessions. It’s accompanied by another bill, the Sunshine in the Courtroom Act, which extends to all open federal court proceedings. Both bills are pieces of bipartisan legislation; Grassley and Durbin don’t agree on much, but they agree on this. Even the Justices themselves have, in other contexts, recognized the importance of governmental transparency in a democracy. The person who famously said that sunlight is the best disinfectant was none other than Justice Louis Brandeis. ♦

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  • Published: 08 May 2024

Accurate structure prediction of biomolecular interactions with AlphaFold 3

  • Josh Abramson   ORCID: orcid.org/0009-0000-3496-6952 1   na1 ,
  • Jonas Adler   ORCID: orcid.org/0000-0001-9928-3407 1   na1 ,
  • Jack Dunger 1   na1 ,
  • Richard Evans   ORCID: orcid.org/0000-0003-4675-8469 1   na1 ,
  • Tim Green   ORCID: orcid.org/0000-0002-3227-1505 1   na1 ,
  • Alexander Pritzel   ORCID: orcid.org/0000-0002-4233-9040 1   na1 ,
  • Olaf Ronneberger   ORCID: orcid.org/0000-0002-4266-1515 1   na1 ,
  • Lindsay Willmore   ORCID: orcid.org/0000-0003-4314-0778 1   na1 ,
  • Andrew J. Ballard   ORCID: orcid.org/0000-0003-4956-5304 1 ,
  • Joshua Bambrick   ORCID: orcid.org/0009-0003-3908-0722 2 ,
  • Sebastian W. Bodenstein 1 ,
  • David A. Evans 1 ,
  • Chia-Chun Hung   ORCID: orcid.org/0000-0002-5264-9165 2 ,
  • Michael O’Neill 1 ,
  • David Reiman   ORCID: orcid.org/0000-0002-1605-7197 1 ,
  • Kathryn Tunyasuvunakool   ORCID: orcid.org/0000-0002-8594-1074 1 ,
  • Zachary Wu   ORCID: orcid.org/0000-0003-2429-9812 1 ,
  • Akvilė Žemgulytė 1 ,
  • Eirini Arvaniti 3 ,
  • Charles Beattie   ORCID: orcid.org/0000-0003-1840-054X 3 ,
  • Ottavia Bertolli   ORCID: orcid.org/0000-0001-8578-3216 3 ,
  • Alex Bridgland 3 ,
  • Alexey Cherepanov   ORCID: orcid.org/0000-0002-5227-0622 4 ,
  • Miles Congreve 4 ,
  • Alexander I. Cowen-Rivers 3 ,
  • Andrew Cowie   ORCID: orcid.org/0000-0002-4491-1434 3 ,
  • Michael Figurnov   ORCID: orcid.org/0000-0003-1386-8741 3 ,
  • Fabian B. Fuchs 3 ,
  • Hannah Gladman 3 ,
  • Rishub Jain 3 ,
  • Yousuf A. Khan   ORCID: orcid.org/0000-0003-0201-2796 3 ,
  • Caroline M. R. Low 4 ,
  • Kuba Perlin 3 ,
  • Anna Potapenko 3 ,
  • Pascal Savy 4 ,
  • Sukhdeep Singh 3 ,
  • Adrian Stecula   ORCID: orcid.org/0000-0001-6914-6743 4 ,
  • Ashok Thillaisundaram 3 ,
  • Catherine Tong   ORCID: orcid.org/0000-0001-7570-4801 4 ,
  • Sergei Yakneen   ORCID: orcid.org/0000-0001-7827-9839 4 ,
  • Ellen D. Zhong   ORCID: orcid.org/0000-0001-6345-1907 3 ,
  • Michal Zielinski 3 ,
  • Augustin Žídek   ORCID: orcid.org/0000-0002-0748-9684 3 ,
  • Victor Bapst 1   na2 ,
  • Pushmeet Kohli   ORCID: orcid.org/0000-0002-7466-7997 1   na2 ,
  • Max Jaderberg   ORCID: orcid.org/0000-0002-9033-2695 2   na2 ,
  • Demis Hassabis   ORCID: orcid.org/0000-0003-2812-9917 1 , 2   na2 &
  • John M. Jumper   ORCID: orcid.org/0000-0001-6169-6580 1   na2  

Nature ( 2024 ) Cite this article

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  • Drug discovery
  • Machine learning
  • Protein structure predictions
  • Structural biology

The introduction of AlphaFold 2 1 has spurred a revolution in modelling the structure of proteins and their interactions, enabling a huge range of applications in protein modelling and design 2–6 . In this paper, we describe our AlphaFold 3 model with a substantially updated diffusion-based architecture, which is capable of joint structure prediction of complexes including proteins, nucleic acids, small molecules, ions, and modified residues. The new AlphaFold model demonstrates significantly improved accuracy over many previous specialised tools: far greater accuracy on protein-ligand interactions than state of the art docking tools, much higher accuracy on protein-nucleic acid interactions than nucleic-acid-specific predictors, and significantly higher antibody-antigen prediction accuracy than AlphaFold-Multimer v2.3 7,8 . Together these results show that high accuracy modelling across biomolecular space is possible within a single unified deep learning framework.

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Author information.

These authors contributed equally: Josh Abramson, Jonas Adler, Jack Dunger, Richard Evans, Tim Green, Alexander Pritzel, Olaf Ronneberger, Lindsay Willmore

These authors jointly supervised this work: Victor Bapst, Pushmeet Kohli, Max Jaderberg, Demis Hassabis, John M. Jumper

Authors and Affiliations

Core Contributor, Google DeepMind, London, UK

Josh Abramson, Jonas Adler, Jack Dunger, Richard Evans, Tim Green, Alexander Pritzel, Olaf Ronneberger, Lindsay Willmore, Andrew J. Ballard, Sebastian W. Bodenstein, David A. Evans, Michael O’Neill, David Reiman, Kathryn Tunyasuvunakool, Zachary Wu, Akvilė Žemgulytė, Victor Bapst, Pushmeet Kohli, Demis Hassabis & John M. Jumper

Core Contributor, Isomorphic Labs, London, UK

Joshua Bambrick, Chia-Chun Hung, Max Jaderberg & Demis Hassabis

Google DeepMind, London, UK

Eirini Arvaniti, Charles Beattie, Ottavia Bertolli, Alex Bridgland, Alexander I. Cowen-Rivers, Andrew Cowie, Michael Figurnov, Fabian B. Fuchs, Hannah Gladman, Rishub Jain, Yousuf A. Khan, Kuba Perlin, Anna Potapenko, Sukhdeep Singh, Ashok Thillaisundaram, Ellen D. Zhong, Michal Zielinski & Augustin Žídek

Isomorphic Labs, London, UK

Alexey Cherepanov, Miles Congreve, Caroline M. R. Low, Pascal Savy, Adrian Stecula, Catherine Tong & Sergei Yakneen

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Corresponding authors

Correspondence to Max Jaderberg , Demis Hassabis or John M. Jumper .

Supplementary information

Supplementary information.

This Supplementary Information file contains the following 9 sections: (1) Notation; (2) Data pipeline; (3) Model architecture; (4) Auxiliary heads; (5) Training and inference; (6) Evaluation; (7) Differences to AlphaFold2 and AlphaFold-Multimer; (8) Supplemental Results; and (9) Appendix: CCD Code and PDB ID tables.

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Abramson, J., Adler, J., Dunger, J. et al. Accurate structure prediction of biomolecular interactions with AlphaFold 3. Nature (2024). https://doi.org/10.1038/s41586-024-07487-w

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