document_index,question,answer
0,Which enemy types wield an AK-47?,Assault-rifle wielding Bullet and Tankers wield AK-47s.
0,What makes jammed enemies different?,"Jammed Keybullet Kin drop 2 keys instead of 1, jammed Chance Kins have a chance to drop twice the loot, and jammed red-Caped Bullet Kin deal contact damage. Additionally, Jammed Keybullet Kin Jammed variations run faster and will take less time to teleport away from the player if they are not destroyed quickly."
1,What enemies are encountered in the second encounter?,26 kobolds and 1 kobold inventor are encountered in the second encounter.
1,What monsters are encountered in this journey?,"Ropers, kobolds, kobold inventors, fire giants, and fire giant dreadnoughts."
2,What framework was chosen to execute the RAG process and what alternatives were considered?,The LangChain framework was used to orchestrate the RAG process. Llamaindex and LitGPT were also considered during development. Llmware was considered after development had finished.
2,Which large language models and vector databases were shortlisted for this project?,"The tinyllama-1.1b-chat-v1.0 Q6_K, Phi 3 Q4_K_M"", bartowski/dolphin-2.8-experiment26-7b-GGUF Q3_K_L, mgonzs13/Mistroll-7B-v2.2-GGU, and QuantFactory/Meta-Llama-3-8B-Instruct Q3_K_M large language models and the Chroma, Qdrant, and Vespa vector databases were shortlisted for this project."
3,What kind of model is the bling-phi-3 model,"The bling-phi-3 model is the newest and most accurate BLING/DRAGON model. BLING models are small CPU-based RAG-optimized, instruct-following 1B-3B parameter models. DRAGON models are production-grade RAG-optimized 6-7B parameter models - ""Delivering RAG on ..."" the leading foundation base models."
3,In which versions were the SLIM models updated?,"The SLIM models were updated in versions 0.2.3, 0.2.6, 0.2.12, 0.3.0, and 0.3.1."
4,What are the ways of grouping UI elements together?,"UI elements can be grouped together using the following methods:
- Create an array of UI elements.
- Create a dictionary of UI elements.
- Embed a dynamic number of UI elements in another output.
- Create a hstack (or vstack) of UI elements with on_change handlers.
- Create a table column of buttons with on_change handlers
- Create a form with multiple UI elements."
4,What are the parameters for the mo.ui.text function?,The parameters for mo.ui.text are label and placeholder. These are both optional.
5,What are the given examples of common challenges?,"The given examples of common challenges are: ""you create a comprehensive analysis but nobody is acting on it""; ""you ran an experiment but nobody is using the results""; ""you built a predictive model, but the team you built it for is not using it""; and ""you created a dashboard but nobody is looking at it""."
5,What are the four steps to become more impact-focused?,"The four steps to become more impact-focused are: ""Step 1: Understand what impact looks like for your role and measure your success accordingly"", ""Step 2: Ensure your work solves a real business problem"", ""Step 3: Ensure there is buy-in for your work"", and ""Step 4: Focus your time on the highest-impact thing""."
6,What are the risk classifications for AI?,"The risk classifications are: ""minimal risk"", ""high-risk"", ""unacceptable risk"", and ""specific transparency risk"""
6,What are the rules for developing general purpose AI models?,"General purpose AI models that were trained using a total computing power of more than 10^25 FLOPs are considered to carry systemic risks. 12 months after the AI Act enters into force, the obligations for general purpose AI governance become applicable. Providers of general purpose AI models, which are trained on large data amounts and therefore prone to high energy consumption, are required to disclose energy consumption. Providers of free and open-source models are exempted from most of obligations, but this exemption does not cover obligations for providers of general purpose AI models with systemic risks."
7,What are the emperor's aliases?,"The emperor has also known as the ""Dream Guardian"", the ""Dream Visitor"", and ""Balduran""."
7,Who was Duke Stelmane?,"Duke Stelmane was a major figure of the Knights of the Shield, a lawful and neutral evil conglomerate of politicians and merchants manipulating events behind the scenes, acting as the Emperor's envoy while it secretly kept her enthralled. Duke Belynne Stelmane dies recently."
8,Where was I offered desserts?,"You ate a delightful puff pastry and custard-filled local treat, and a slice of Basque cheesecake at Otaegui, and you were beckoned with cake in the camino."
8,What forms of exercise did we do?,You did hiking and surfing.
9,Who is in the family that this film is about?,"The film takes the perspective of the Hoss family. The Hoss family consists of: the patriarch Rudolf and his wife, Hedwig;their two sons and three daughters, the youngest still a baby; and Hedwig's mother."
9,What items do Rudolf's family take from the Jews and who takes them?,"Rudolf's wife, Hedwig, often receives luxury and expensive items taken from the Jews. On one occasion, she is seen receiving a fancy fur coat with lipstick lying inside one of the pockets. The Rudolf's children are also seen collecting and playing with gold teeth taken from the remains of the dead Jews."
10,What are the proposed changes that affect healthcare?,"The proposed changes that affect healthcare are: any possible schemes thought up by Government, Council , NHS etc,  such as closure of Hosptitals, workplace parking levy etc will be preceded with a Public Consultation which we will then ignore; in an effort to reduce the problems faced by the NHS , it is proposed to reduce pregnancy from nine to seven months; and with Government helped finance, AstraZeneca should buy out Pfizer, then, as we would have the rights to Viagra, the economy may stay up longer."
10,What versions of the Manicfesto are there?,"There is the Manicfesto proposals, the General Election 2022 Manicfesto, and the General Election 2019 Manicfesto."
11,"Other than this blog post, what has the author written?",The author has also written: a paper about the emergence of instabilities in large language models and a more accessible blog post on the same topic; a LLM.int8() paper; a sparse training blog post; a TPU vs GPU blog post; and a paper about k-bit inference scaling laws.
11,In what contexts is BERT mentioned?,"It is mentioned that for BERT large during training, the input and weight matrix of any matrix multiplication fit neatly into the L2 cache of Ada (but not other Us). The author also mentions that they benchmarked the time for 500 mini-batches for BERT Large during inference (excluding the softmax layer) on the 4x RTX 2080 Ti system. They chose BERT Large inference since, from their experience, this is the deep learning model that stresses the GPU the most."
12,What data structures does Gleam natively support?,"Gleam supports strings, tuples, lists, and dictionaries."
12,What things will cause a compilation error in Gleam?,"In Gleam, let and = can be used for pattern matching, but you’ll get compile errors if there’s a type mismatch. Functions can optionally have their argument and return types annotated in Gleam. These type annotations will always be checked by the compiler and throw a compilation error if not valid.

The following code will also throw a compilation error:
let list = [2, 3, 4]
let list = [1, ..list]
let [1, second_element, ..] = list
[1.0, ..list] // compile error, type mismatch"
13,Where is broadcasting used?,"Broadcasting is used to do the < comparision between the column vector [0, 1, 2, 3] and the row vector [0, 1, 2, 3], which is one of the steps to make a causal language modelling mask. Broadcasting is also used to add pos_emb and tok_emb elementwise to get the new representations of the tokens with positional information."
13,What is Karpathy known for?,Karpathy A is listed as the author of the Tiny Shakespeare dataset and the creator of an 'exellent GPT from scratch tutorial'.
14,What things did Jackie remember differently to what she saw?,"In her and Perry's childhood home, Jackie didn't remember having a projector room and she remembered the doorway to the kitchen being on the other side of the living room. She also remembered that she had almost killed her brother, Perry, seven hundred and thirty days ago in a car accident, when she actually did kill her brother in that accident."
14,What references to alcohol are there,"The narrator, Jackie, had been sober for seven hundred and thirty days. Seven hundred and thirty days ago, Jackie and Perry had gotten into a car accident that almost killed the two because Jackie had been driving after drinking Bacardi Limon.

Jackie saw a translucent memmory of her dad sitting motionless at a table with an empty glass of Apple-Schnapple and an empty bottle of Jim Beam. Jackie also remembered he father giving her beer as a child and her mother ignoring this.

She used the death of her parents as an excuse for her alcoholism for so long, because admitting that they helped create the monster she would eventually become was like a knife to the heart. And knowing she had been too weak to conquer the addiction from her own volition just made the weapon twist in her chest.

Finally, at the end of the story, Jackie licked the cracks on her lips as her eyes closed shut, imagining the oaky comfort of bourbon on her tongue. She felt herself drift, which she thought a good thing, because she needed the rest."
15,Where does the Doctor say that he is a time lord?,The Doctor declares that he is the last of the time lords in the Tardis and in a memory in the airlock door.
15,Who are the characters in this script?,"The characters in this script are: RUBY, DOCTOR, CARLA, ERIC, BABIES, POPPY, MARCEL?, ADJANI?, SANDRA?, NAN-E, JOCELYN, COMPUTER, and the Bogeyman."
16,What can moss be used for?,Harvesting moss gives 1 foraging exp per moss and speed gro requires five moss.
16,What are all of the sources of battery packs that have ever existed?,Weeds in the Mutant Bug Lair used to turn into battery battery packs in the winter and the solar panels currently slowly generate battery packs when left in the sun.
17,What things does Scratch do?,"Scratch: re-edited the ""Return"" novel manuscript into a horror story, making it take effect in reality; escapes Cauldron Lake; kills Jaakko and escapes from captivity, unsuccessfully attempting to take the Clicker from Saga; possesses Casey, steals the Clicker, and throws Saga into the Dark Place; and posseses Alan again before being killed."
17,What is Alan tricked into believing by his wife?,"Alan believes that while being possessed by the Dark Presence, he torments Alice with visions of his alter ego, Scratch, which eventually leading to her suicide. Alice had actually tricked Alan into thinking she had committing suicide by choosing to return the Dark Place as part of a plan to help him eventually escape, explaining that the only way he can escape the loops is through ""ascension."""
18,Which books have dragons in them?,"The books 'To Shape a Dragon’s Breath', 'FOURTH WING', and 'Day of the Fallen Night' have dragons in them."
18,Which books contain multiple narratives?,"The books 'Same Bed Different Dreams', 'EVERY DROP IS A MAN’S NIGHTMARE', 'The Museum of Human History', 'Witch King', and 'The Terraformers' each use multiple narratives."
19,What is the recommended way to index text for question-answering?,"It is recommended to first apply text normalization processes such as tokenization, stemming, and the removal of stop words to enhance the text’s suitability for indexing. Pretrained LMs can then be used to generate semantic vector representations of texts. These vectors are stored, enabling rapid and precise retrieval from extensive data collections, significantly enhancing retrieval efficiency. Sentence-level indexing is more appropriate than document-level indexing for summarizing documents to precisely locate answers."
19,What are the advantages and disadvantages of the BM25 algorithm?,"The advantage of BM25 is that it is efficient. The disadvantage of the BM25 algorithm is that it focuses on term frequency and presence for document algorithm, so it often overlooks the semantic information of queries."