that allow their products to mean what they want it to mean

why limit it to fictional examples

working of these developments is fanciful.

still relies on fictional examples

Rather than understanding the core or definition of these tools, we trade examples.

are judged and seen

inevitable and progress

metaphors

powerful corporations.

n our grounding enhancement pr

While

improve

where we prompt LLMs to find problems

surpasses supervised learning (SL) and reinforcement learning (RL)

ReAct

LLM

Ablation Study

A main limitation of this work is that interac-tive feedback with a computationally expensivemodel such as ChatGPT can significantly slowdown the user experience

factuality

Utility

ootstrapping from a rule-based policy

calling the LLM to generatea candidate response

acquiring evidence e for q from exter-nal knowledg

ChatGPT by 32.3% inUsefulness (measuring the groundedness or hal-lucination of model responses) and 12.9% in Hu-manness (measuring the fluency and informative-ness of model responses

LLM-AUGMENTER then verifies thecandidate response e.g., by checking whether ithallucinates evidence. If so, LLM-AUGMENTERgenerates a feedback message

and performing reasoning to form evidence chains

PnP

proposed methods requirefinetuning the parameters of a LLM, which can beprohibitively expensive as the size of LLMs growsexponentially

Our models generalize to the preferences of "held-out" labelers that did not produce any train-ing data.

nfer its beliefs

FLAN

Reinforcement learning (RL).

eward modeling (RM)

reward model

Our models generalize to the preferences of “held-out” labelers that did not produce any train-ing data

RLHF

alignment tax”

DROP

InstructGPT models show improvements in truthfulness over GPT-3.

harmless

not being biased, toxic, or otherwise harmful.

misaligned

truthfulness

fine-tune GPT-3 using supervisedlearning

user intent

aligned with their users

toxic

If it is deterministic,then it is zero.

“contractanalysis

he lowest level of work in reviewing a contractis to find “needles in a haystack.”

BERT model from 2018 attains 8.2% while a DeBERTa model from 2021 attains 44.0%

$500

13,000

a small number of important clauses

You must usually pay the fine within 14 days

, you might be able to appeal against (‘challenge’) paying the fine

fine

after you committed the offence

committed

All of us benefit as men from the ways in which violence helps to sustain male dominance in society as well as in the interpersonal contexts in which it is enacted

It is often said that one of the few emotions society permits men to express is anger.

They tell a story of attempts to assert, or reclaim, masculine power and control – be that against women, other men, children, animals, the environment…even against ourselves, in terms of the range of self-destructive behaviours that our inability to meet unattainable standards of masculinity can feed into.

way that masculinity has been constituted in profit-obsessed

They see rights as a zero-sum game

overlapping with white supremacists, incels and the far right, and embodied in the person of Jordan Peterson.

rabid

90% of the population in 75 countries is biased against women

women’s rights

I write this within 24 hours of two of our colleagues in the profession being seriously assaulted in their consulting rooms

You don’t swear at us, and you don’t speak to us or our staff in an aggressive way.

Some involved general anger or rudeness

I’m not going to help you if you speak to me like that. It’s not acceptable

This makes me so angry. We patients are given constant excuses as to why it isn’t happening. But we know we would get the right treatment if we were younger. Fifty years on from when I lay in that ghastly ward watching old women lie untreated until they died, I see the same prejudice and ageism in the health system today.

Few places in the UK have a fast-track system to hospital, so even if the GP diagnoses it, people can wait weeks to get to hospital and proper treatment.

It’s at least three times more common in women than men

You had to shout if you wanted a nurse; the nurses came intermittently and, when they did, regularly complained that the women were disturbing them.

It was the sort of place you would never wish to end up.

I have experienced it myself as part of what should be a national scandal

The vast majority of patients and callers treat our staff with the utmost respect, but a small minority do not

Today marks the first ever ‘Awesome Movement Day’ to thank emergency service staff for the job they do and encourage others to show their appreciation in simple ways

that emergency services staff deserve to be treated with respect.

Every time a crew is attacked, they have to come off the streets either for treatment or to provide statements to police

other personal attacks each year

Physical and verbal assaults

making up excuses, being lazy and blaming others.

tasks

ability to concentrate in order to study

told

What really are the benefits of studying Mathematics?

Rather than requiring the removal of specific pieces of legal content,

state what content and behaviour is acceptable on their sites and then for platforms to enforce this consistently.

nor require companies to remove specific pieces of legal content

These figures are higher than corresponding statistics for ‘offline’ bullying, indicating the increased potential for harm.

Two thirds of adults in the UK are concerned about content online, and close to half say that they have seen hateful content in the past year

Terrorist propaganda and vile online child sexual abuse destroy lives and tear families and communities apart

where pluralism and freedom of expression are protected.

technology are shared widely across communities

fair and efficient markets

we must confront the online threats and harms it can propagate, and protect those who are vulnerable to them.

This is an exciting and unprecedented age of digital opportunity, and this government is committed to unleashing the full power of this country’s first-class technology and boosting our standing in the world.

One additional woman on a local council resulted in a 40% expansion of public childcare in their district

but it’s a fact they only account for 23% of parliamentarians worldwide.

Abuse is any action that violates a person’s human or civil rights.

distributed monolith

If they only blame others for the problem and never admit their own faults, you have a red flag that they might do this at your company later on.

However, not all entrepreneurs are experienced enough to identify every potential issue during the job interview itself

negative energy

Aggregates

Choose modules that tell the story of the system and contain a cohesive set of concepts.

Modules

13Domain Events

at the value object as immutable.

attaching identity

The model must define what it means to be the same thing.

e domain objects, free of the responsibility of displaying themselves, storing themselves, managing application tasks, and so forth, can be focused on expressing the domain model. T

When the domain-­‐related code is diffused through such a large amount of other code, it becomes extremely difficult to see and to reason about.

Continuous Integration

hen refactor the code, renaming classes, methods, and modules to conform to the new model.

Commit theteam to exercising that language relentlessly in all communication within the team and in the code.

e dialects can be a common language because none serves all needs.

Translation blunts communication and makes knowledge crunching anemic.

And even the same person uses different language in speech and in writing,

The terminology of day-­‐to-­‐day discussions is disconnected from the terminology embedded in the code

Multiple models are inevitable, yet when code based on distinct models is combined, software becomes buggy, unreliable, and difficult to understand.

different ways through lack of communication.

Explore modelsin a creative collaboration of domain practitioners and software practitioners

context

ubiquitous language

domain

ctivity.

A sphere of knowledge,

abuse

I muttered something under my breath about contempt in the face of the court,

Traditionally, Parliament made the law and judges applied it

pronouncing on what the law ought to be and supplanting Parliament.

not fair

You can control your anger, and you have a responsibility to do so

However, it can be a problem if you find it difficult to keep it under control.

art of the fight or flight

Braverman has also sparked controversy in legal circles. She has called for the UK to “take back control, not just from the EU but from the judiciary”, challenged the Human Rights Act, and complained that “judicial review has exploded since the 1960s”.

one of Buddhism’s largest sects,

It is also a formidable challenge, since Sir David's scholarly reputation is so high as to discourage comparison.

gure 1: Live male births per 100 live female births, England, Wales and Scotland

premised on unremitting male disadvantage

It was not the first time Davies has intervened in parliamentary proceedings with the clear purpose of derailing measures intended to tackle violence against women and girls

the Female Offender Strategy

Smile

Fifth, we must focus on responsibility, not blame

I have greatly benefitted from privilege throughout my life.

sex and health

But under no circumstances should men have any legal rights over women’s pregnancies.

just shut up

Men have the right to avoid conceiving unplanned pregnancies either by choosing not to have sex or to use condom

last year’s 11% fall in the number of male victims is hugely welcome

241

, is contrary to the genius of the law of England

No-one is going to turn down an offer to Cambridge because of which college they get pooled to.

The Act has been twisted, with ‘rights’ increasingly derided as foreign impositions, serving only criminals and terrorists.

and how the Common Law System came about from around the 11th century.

The court must first decide whether the case falls under the ‘careless’ category or whether it is serious enough to be considered ‘dangerous

Remind the employee of their contractual obligations.

software change management

And I thought that it was merely a term used for memes.

signs of a man child.

better

professional

perfectly

Why It Is So Important

WE’VE BEEN TRAINED TO CREATE GOALS

One of the most important aspects of alignment is that everyone knows their place within their team, and that teams know their place within the whole organisation.

Rewarding tasks that have a clear impact on organisational goals is a great way to reinforce the message that your employees are contributing to the success of the whole business

there's no way you can align anyone's tasks to it. 

how they contribute to its broader aims. 

At its most basic level, an aligned organisation is one where everyone is on the same page

Aligned incentives

Then reward the team for achieving the goal with an afternoon off, a party, etc.

And learning to code, no matter how good they get at it, won’t gain them entrance to a club run by people who don’t look like them.

gatekeeping starts

If boot camp graduates succeed, they’ll flood the market, devaluing the entire profession.

The pipeline is not the problem

Front-end developing is a feminizing subfield rather than a masculinizing one.

And it emerged in order to push women out of programming as men moved into what had originally been female jobs.

nothing on a computer is any more or less logical than anything else

professionalized

the technology industry enforces a distinct gender hierarchy between front-end and back-end development

But in practice, when more women enter a role, its value seems to go down more.

the women who are so assiduously learning to code seem to be devaluing certain tech roles simply by occupying them.

Women use social media at a rate of 600 percent more than men.

proper

For security reasons

Trauma assails brown and black women from all directions.

In other words, the woman saw a personal attack where there wasn’t one and decided to remind the panellists that as a member of the white majority she ultimately has their fate in her hands.

self-identified white woman

dominant white culture

Under this scenario, the wife has some non-zero likelihood of punishment under a future regime,

final

rule-scepticism,