“Culture, Justice, and University Creeds,” a Lunch and Learn Colloquium @ W. Michigan U

At noon on Friday, October 16th, I will deliver a talk at Western Michigan University on an application of my book, A Culture of Justice, to the subject of university...

The post “Culture, Justice, and University Creeds,” a Lunch and Learn Colloquium @ W. Michigan U first appeared on Eric Thomas Weber.

“Culture, Justice, and University Creeds,” a Lunch and Learn Colloquium @ W. Michigan U

At noon on Friday, October 16th, I will deliver a talk at Western Michigan University on an application of my book, A Culture of Justice, to the subject of university...

The post “Culture, Justice, and University Creeds,” a Lunch and Learn Colloquium @ W. Michigan U first appeared on Eric Thomas Weber.

“Challenges for a Culture of Justice in the Age of A.I.” @Anhui Institute of Information Technology

I will be delivering a talk on Zoom for the Anhui Institute of Information Technology in China on “Challenges for a Culture of Justice in the Age of A.I.”

The post “Challenges for a Culture of Justice in the Age of A.I.” @Anhui Institute of Information Technology first appeared on Eric Thomas Weber.

“Challenges for a Culture of Justice in the Age of A.I.” @Anhui Institute of Information Technology

I will be delivering a talk on Zoom for the Anhui Institute of Information Technology in China on “Challenges for a Culture of Justice in the Age of A.I.”

The post “Challenges for a Culture of Justice in the Age of A.I.” @Anhui Institute of Information Technology first appeared on Eric Thomas Weber.

Talks in Spring 2019

I’m pleased to report on two exciting invitations I’ve had to speak in the spring of 2019. For one of them, the Ron Messerich Distinguished Lecture that I delivered in February, I spoke on “Correcting Political Correctness,” a piece from my book in progress titled A Culture of Justice. On Tuesday, February 26th, I gave the talk at Eastern Kentucky University. While there, I had the pleasure of meeting with students in the journalism program, who interviewed me for Eastern Progress, their television program. I’m quite grateful to Mike Austin for inviting me to deliver this lecture. The attendance was great and the questions and comments offered after my talk were really rich and engaging. Here is the video interview:

If you can’t see this video in your RSS reader or email, then click here.

The next trip I’m taking will be next week, when I’ll be heading to give three talks at Texas State University San Marcos. I’ll be talking at the local library about “Democracy and Public Philosophy,” from 4:30-6pm on Wednesday, March 13th. Then, on Thursday, March 14th, I’ll be talking about “Culture and Self Respect” from 2-3:00pm in the Alkek 250 Theater on campus. Friday morning, March 15th from 9-10am I’ll be talking about “Democracy and Leadership”  in PS3301. More on that as it develops, but it is coming soon.

The post Talks in Spring 2019 first appeared on Eric Thomas Weber.

Automated Methods for Identifying Civilians Killed by Police

I recently read Keith et al’s excellent paper, Identifying civilians killed by police with distantly supervised entity-event extraction, which was presented this year at the conference on Empirical Methods on Natural Language Processing, or, as it’s more commonly known, EMNLP.

The authors present an initial framework for tackling an important real world question: how can you automatically extract from a news corpus the names of civilians killed by police officers? Their study focuses on the U.S. context, where there are no complete federal records of such killings.

Filling this gap, human rights organizations and journalists have attempted to compile such a list through the arduous – and emotionally draining – task of reading millions of news articles to identify victim names and event details.

Given the salience of this problem, a Keith et al set out to develop a more streamlined solution.

The event-extraction problem is furthermore an interesting NLP challenge in itself – there are non-trivial disambiguation problems as well as semantic variability around indicators of civilians killed by police. Common false positives in their automated approaches, for example, include officers killed in the line of duty and non-fatal encounters.

Their approach relies on distant supervision – using existing databases of civilians killed as mention-level labels. They implement this labeling with both “hard” and a “soft” assumption models. The hard labeling assumes that every mention of a person (name and location) from the gold-standard database corresponds to a mention of a police killing. This assumption proves to be too hard and an inaccurate model of the textual input.

The “soft” models perform better. Rather than assume that every relevant sentence corresponds to a mention of a police killing, soft models assume that at least one of the sentences do. That is, if you take all the sentence in the corpus which mention an individual known to have been killed by police, at least one of those sentences directly conveys information of the killing.

Intuitively, this makes sense – while the hard assumption takes every mention of Alton Sterling, Michael Brown, or Philandro Castile to occur in a sentence mentioning a police killing, we know from simply reading the news that some of those sentence will talk about their lives, their families, or the larger context in which their killing took place.

For both assumptions, Keith et al compare performance between a convolutional neural net and a linear regression model – ultimately finding that the regression, with the soft assumption, out performs the neural net.

There’s plenty of room for improvement and future work on their model, but overall, this paper presents a clever NLP application to a critical, real world problem. It’s a great example of the broad and important impact NLP approaches can have.

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Crime and Hate

Ally Lee Steinfeld had been missing since early September. Her body was found recently, mutilated and burned. She was 17.

Her death made Steinfeld at least the 21st transgender person killed in the United States this year. A record high of 22 murders were captured by the Human Rights Campaign last year.

We have to do better.

Steinfeld’s case is not being pursued as a hate crime. The sheriff overseeing the case told the Associated Press: “You don’t kill someone if you don’t have hate in your heart. But no, it’s not a hate crime.” That talking point was echoed by the prosecutor in the case, who told Time: “I would say murder in the first-degree is all that matters. That is a hate crime in itself.”

Perhaps this is accurate in a practical sense – in Missouri, where the crime took place, first-degree murder is punishable by execution or life imprisonment. A hate crime charge would be unlikely to add penalty.

Such comments, however, miss the point. A woman is dead. We have to do better.

Some advocates have even started to question whether hate crimes prosecution is an effective strategy. As one ACLU lawyer put it, “I worry that what hate crime laws do is narrow our focus on certain types of individual violence while absolving the entire system that generates the violence.”

And that’s the thing – it is a problem with the entire system. We are all culpable in perpetuating the gross transphobia of our society – through violent transphobic acts, through subtle jokes and misgendering, or by being complicit through silence while such hateful acts take place.

We have to do better.

Personally, I’m not prepared to abandon hate crime legislation just yet – whether adding to a punishment or not, ignoring the hate of a crime seems to implicitly indicate that while the crime may be punishable, the hate itself is sanctioned. But I’ve met a lot of good, smart lawyers who tell me that sometimes you have to sacrifice framing in the legal system – you go for the toughest penalty you can go for.

I do not know whether we can best accomplish our work through hate crime legislation or through other modes of advocacy. I only know that we have to do better.

We tell young women that they can be anything, that they can do anything. That they should shut down the haters and embrace their true selves. We tell women that it is their right in the 21st century to be the person they want to be. We tell them this is America. We tell them they are free.

Three months before she died, Steinfeld posted to Instagram: “I am proud to be me I am proud to be trans I am beautiful I don’t care what people think.”

We have to do better.

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The Uses of Anger

“Every woman has a well-stocked arsenal of anger,” says Audre Lorde in The Uses of Anger, her 1981 keynote talk at the National Women’s Studies Association Conference.

I have been thinking a lot about this piece recently. It feels sharply relevant today, 36 years after it was written.

Every woman has a well-stocked arsenal of anger. An arsenal built from fear; from the constant slights and dismissals; from living and functioning in a world which takes us for granted, insists we are not enough, and half-heartidly feigns distress over the violence used against us. Every woman has a well-stocked arsenal of anger.

I know I do.

Lorde argues this anger is a strength, that it has powerful, transformative uses. Anger, she argues, leads to change.

Importantly, in conflicts between the oppressed and their oppressors, there are not “two sides.” The anger of the oppressed leads to growth while the hatred of the oppressors seeks destruction. As Lorde writes:

Hatred is the fury of those who do not share our goals, and its object is death and destruction. Anger is the grief of distortions between peers, and its object is change.

Anger is the grief of distortions between peers. Anger arises when you and I fail to understand each other, when we fail to listen genuinely and to acknowledge each other’s experience. Anger arises when the world insists that your perceptions and experiences aren’t real.

It’s gaslighting on a societal scale.

But anger has it’s uses, Lorde says. “Anger is loaded with information and energy.”

Anger, articulated with precision and “translated into action in the service of our vision and out future is a liberating and strengthening act of clarification.”

Anger at the distortions between peers creates space for us to clarify and remove those distortions; to genuinely accept the experiences of others.

This is particularly important in the context of gender because the experiences of women vary radically across numerous dimensions of race, class, and identity.

In order to successful use our anger, we must “examine the contradictions of self, woman, as oppressor.”

Lorde is diplomatic on the topic, recognizing that she, too – a lesbian woman of color – has at times taken on the role of oppressing other women. But drawing on my own identity, I’m inclined to be more direct here: white women, and particularly white cis women have played a long and important role in building and maintaining systems of white supremacy and cisnormativity.

We have suffered our slings and arrows, no doubt, and with good reason our personal arsenals are well-stocked with anger. Yet we, too, are oppressors. We have oppressed our sisters directly and indirectly, intentionally and unintentionally. Recognizing this is, as Lorde describes, a painful process of translation. But is a process we must undertake; a process we must engage in order to radically change the systems of power, privilege, and oppression we are embedded in; the systems which oppress us and our neighbors.

Furthermore, Lorde argues that anger can bring out this change – guilt at our own complicity does nothing:

I have no creative use for guilt, yours or my own. Guilt is only another way of avoiding informed action, of buying time out of the pressing need to make clear choices, out of the approaching storm that can feed the earth as well as bend the trees.

Guilt is a proxy for impotence; for inaction. But anger is transformative. As Lorde writes:

…The strength of women lies in recognizing differences between us as creative, and in standing to those distortions which we inherited without blame but which are now ours to alter. The angers of women can transform differences through insight into power. For anger between peers births change, not destruction, and the discomfort and sense of loss it often causes is not fatal, but a sign of growth.

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