HodgePodge Data
Precise Intelligence has built a research-focused AI Assistant called HodgePodge Data (HPD) and uses this to investigate:
human-quality conversations
cognitive memory
common-sense
anaphor resolution
explainability
Short conversations called Smoking Gun (SG) tests are used to investigate the various issues of language and cognition.
A simple test below demonstrates that the HPD language model has access, at all times, to all user data – HPD responses in red.
clear memory 6141
Ok
set the weather in oxford today mostly dry
Ok
set the weather in york today mainly rain
Ok
what is the weather in oxford
Mostly dry
my sister kate was born in oxford
Ok
where was she born
Oxford
what is the weather where kate was born
Mostly dry
who was born in england
Kate
my brother tom was born in york
Ok
where was he born
York
what is the weather where tom was born
Mainly rain
who was born in england
Tom
Kate
Notes:
HPD does not suffer from the current industry language model limitations.
An Intelligent Conversation
The general reader is unlikely to have any deep introspection as to how language actually works, so that even though we are all experts at using language, there is little awareness as to the underlying theoretical structures.
Nevertheless it is possible to compare a human quality conversation, as given below, with the current performance of existing systems.
I have chosen this particular conversation as an example, because it contains many of the key issues.
Although much of human perception involves what is often called ‘the primacy of the first impression’, there is also the truth from signal processing that, as a general principle, delayed decision-making is the best approach. Let us consider a simple example:
I climbed Ben Nevis yesterday
It ……………………………..
What does ‘it” stand for?
We don’t know until ‘it’ no longer exists alone.
It is over 4000 feet high.
Then it refers to Ben Nevis
It took 6 hours.
Then it refers to the climb
It was my birthday.
Then it refers to yesterday
This is a very simple example of the apparent complexity of language. However, as in all such areas, the appropriate mathematics allows one to collapse such problems to a simple state.
Your attention is also drawn to 3 other specific points of the conversation:
The input “the previous year”, is an excellent example of The Principal of Least Effort.
The inputs “who was the trainer” and “what was the time”, provide good examples of Focus.
The input “when was I born” provides an excellent example of Common Sense Reasoning.
Example spoken conversation (30 October 2019): Input in black, responses red.
clear memory
Ok
i climbed ben nevis yesterday
Ok
it is over 4000 feet high
Ok
it took 6 hours
Ok
it was my birthday
Ok
how long did the climb take
6 hours
when did the horse ben nevis win the grand national
1980
who was the jockey
The jockey was Mr Charlie Fenwick (USA).
i was born that year
Ok
how old am i
39 years old
who won the 1949 grand national
Russian Hero
the previous year
Sheila’s Cottage
who was the trainer
The trainer was Neville Crump.
who won the mens 100m in the 2012 olympics
Usain Bolt
what was the time
9.63 seconds.
was i in scotland yesterday
Yes
in which continent was i yesterday
Europe
what did i do yesterday
Yesterday, you climbed Ben Nevis.
when was I born
29th October 1980
Memory, and the mathematics underpinning it, is essential for Artificial General Intelligence (AGI). The above HPD test, and the many others undertaken, demonstrate that the mathematics embedded in HPD provides the foundation for human-quality AI Conversational Assistants.
HPD
Finally two further examples of human-quality conversations. Firstly, an example of a fluent HPD conversation about sport.
clear memory 6026
Ok Test: SG 6026 Time: 10:02am
who won the mens 100m in the 2012 olympics
Usain Bolt
what was his time
9.63 seconds.
who came second
Yohan Blake
who won the womens event
Shelly-Ann Fraser-Pryce
what was her time
10.75 seconds.
who came second
Carmelita Jeter
who won the mens 200m
Usain Bolt
what was the time
19.32 seconds.
who came second
Yohan Blake
what was his time
19.44 seconds.
Secondly, a general Knowledge example of a fluent HPD conversation.
clear memory 6025
Ok Test: SG 6025 Time: 10:02am
what is the highest mountain
Everest
what is the highest mountain in africa
Mount Kilimanjaro
how high is it
Mount Kilimanjaro has a height of 5895 metres.
what is that in feet
19340 feet
what is that in metres
5895 metres
what are the three highest mountains in england
Scafell Pike Helvellyn Skiddaw
what is the next highest
Great Gable
how high is it in feet
Great Gable has a height of 2949 feet.
what is the highest mountain in the usa
Mount McKinley
how high is it in feet
Mount McKinley has a height of 20320 feet.
in which us state is it
Alaska
These examples are Knowledge based, as opposed to the understanding of Statements – but they both demonstrate fluid multi-turn conversations.