Datasets:

bhavish07
/

Assignment

+Words
+ML
+Blog
+-
+Orca
+–
+Progressive
+Learning
+from
+Complex
+Explanation
+Traces
+of
+GPT-4
+Hands-On
+GNNs
+LLM
+Course
+Notes
+Publications
+About
+@maximelabonne
+🗣️
+Large
+language
+modelsOrca
+–
+–
+Models
+Author
+Maxime
+Lbonne
+Published
+August
+"7,"
+2024
+🗣️
+Extending
+the
+Context
+Window
+LLMs
+Report
+–
+Few-Shot
+Text
+Classification
+GPTQ
+–
+Accurate
+Post-Training
+Quantization
+for
+Generative
+Pre-trained
+Transformers
+InCoder
+–
+A
+Model
+Code
+Infilling
+and
+Synthesis
+Inference
+Optimization
+–
+Lil’Log
+LIMA
+–
+Less
+Is
+More
+Alignment
+Local
+–
+Int8
+LongNet
+–
+Scaling
+to
+"1,000,000,000"
+Tokens
+LoRA
+–
+Low-Rank
+Adaptation
+LoraHub
+–
+Efficient
+Cross-Task
+Generalization
+via
+Dynamic
+Composition
+Multipack
+Sampler
+–
+phi-1
+–
+Textbooks
+Are
+All
+You
+Need
+Self-Rewarding
+Tart
+–
+A
+plug-and-play
+Transformer
+module
+task-agnostic
+reasoning
+💡
+Machine
+Training
+Data
+Influence
+Analysis
+Estimation
+A
+Survey
+Sections
+Tuning
+Experiments
+Tip
+a
+13B
+parameter
+with
+ChatGPT
+level
+performance
+thanks
+a
+huge
+dataset
+5M
+samples
+step-by-step
+explanations.
+📝
+Paper:
+https://arxiv.org/abs/2306.02707
+will
+probably
+never
+be
+released
+by
+"Microsoft,"
+but
+open-source
+projects
+try
+replicate
+it
+"(OpenOrca,"
+Dolphin).
+authors
+note
+that
+while
+Vicuna-13B
+display
+excellent
+when
+evaluated
+performs
+quite
+poorly
+on
+benchmarks
+like
+"SAT,"
+"LSAT,"
+"GRE,"
+GMAT.
+Self-Instruct
+involves
+using
+an
+initial
+set
+prompts
+ask
+create
+new
+instructions.
+Low-quality
+or
+overly
+similar
+responses
+"removed,"
+remaining
+recycled
+back
+into
+task
+pool
+further
+iterations.
+"However,"
+queries
+generated
+can
+lack
+diversity
+complexity.
+Alpaca
+WizardLM
+use
+a
+variant
+introduces
+concept
+"Evol-Instruct,"
+which
+gradually
+rewrites
+versions
+BFS
+DFS.
+Vicuna
+Koala
+demonstrate
+impressive
+due
+their
+human-like
+conversations
+natural
+(ShareGPT).
+Problem
+capture
+style
+not
+process.
+This
+motivates
+creation
+a
+auto-evaluation
+has
+several
+"drawbacks,"
+such
+as
+limited
+test
+sizes
+"example,"
+80
+in
+218
+inherent
+biases
+tends
+favor
+instruction-tuned
+its
+own
+resulting
+a
+preference
+longer
+texts
+over
+shorter
+ones.
+also
+exhibits
+a
+bias
+order
+candidate
+overestimates
+abilities
+smaller
+Contributions:
+Augmenting
+query-response
+pairs
+detailed
+outline
+system
+tasks
+FLANv2
+used
+offers
+a
+wide
+variety
+They
+created
+a
+5
+million
+1
+Evaluation:
+comprehension
+assessed
+under
+various
+settings.
+focus
+a
+lot
+how
+guide
+adopting
+right
+"tone,"
+format.
+I
+believe
+same
+effect
+achieved
+user
+(maybe
+slightly
+sampled
+a
+diverse
+instruction
+including
+chain-of-thought
+"steps,"
+explain
+I’m
+"five,"
+being
+helpful
+"informative,"
+etc.
+Construction
+Each
+sample
+a
+triplet
+"message,"
+response.
+FLAN-v2
+raw
+Collection
+consists
+sub-collections:
+"CoT,"
+"NiV2,"
+T0
+"only),"
+Flan
+"2021,"
+Dialogue:
+most
+interesting
+one
+150K
+V2
+"FLAN2021,"
+were
+randomly
+(~10%
+was
+selected
+Dialog
+completely
+skipped
+because
+lacks
+then
+inputs
+generate
+high-quality
+(1M).
+These
+prompted
++
+16
+handcrafted
+messages
+ensure
+different
+kinds
+<empty>
+AI
+assistant.
+Provide
+a
+answer
+so
+don’t
+search
+outside
+understand
+given
+a
+must
+a
+long
+a
+who
+always
+Think
+answering
+a
+year
+old.
+follows
+extremely
+well.
+Help
+much
+helps
+people
+find
+information.
+a
+give
+a
+Your
+goal
+complete
+faithfully
+performing
+justify
+should
+describe
+a
+multiple
+choice
+"question,"
+first
+output
+correct
+why
+other
+answers
+wrong.
+a
+definition
+come
+up
+a
+might
+additional
+knowledge
+a
+a
+some
+job
+follow
+a
+teacher.
+a
+simple
+what
+"asking,"
+any
+guidelines
+provides
+those
+knows
+every
+translate
+another.
+a
+solve
+show
+a
+a
+a
+"input,"
+break
+small
+parts.
+have
+meaning
+showing
+meets
+criteria
+following
+Part
+#:
+a
+key
+Usage:
+motivated
+curriculum
+a
+a
+big
+technical
+reasons
+"(cost,"
+time).
+LLaMA
+BPE
+tokenizer
+padding
+(vocabulary
+size
+=
+"32,001)."
+examples
+packed
+a
+single
+sequence
+maximize
+length
+"(2,048"
+get
+a
+uniform
+trained
+160h
+20xA100
+GPUs
+(4
+epochs)
+ChatGPT-generated
++
+40h
+GPT-4-generated
+Open-ended
+generation:
+significantly
+better
+than
+AGIEval:
+doesn’t
+perform
+BigBench-Hard:
+par
+Copyright
+"2023,"
+Labonne