LiPo is MUCH easier to manage well than NimH.
Energy densities for top capacity NimH are about the same as LiPo nowadays.
(That was written in 2012. In 2021 LiPo energy densities are now typically somewhat higher).
NimH is a relatively hard battery chemistry to manage well. Charging at low rates is not usually advised and negative voltage deflection under charge or temperature rise are the usual end-of-charge detection methods. In contrast, LiPo is charged at constant-current until a set voltage is reached and then at constant-voltage until current falls to a preset level. LiPo will accept any lower-than-maximum rate of charge if desired, and can be recharged from any state-of-charge with no special conditions. (Handling very low voltage cells is slightly more complex, but all sensible charger ICs handle this - and very low voltage should never be allowed to happen.)
The ONLY reason I would think of using NimH in your context is safety - and if it was my son, I'd consider that I could make LiPo safe enough for him to use. LiPo can "melt down" very enthusiastically with flame, BUT it is extremely rare in practice and taking quite usual precautions should allow a safe result.
I would have no personal concerns over LiPo safety in a competently engineered system.
HOWEVER, NEVER use unprotected LiPo cells if you care about safety. The in-battery protection IC DOES NOT serve the same roles as the charger ICs do. The in-battery ones are just to stop people from doing stupidly dangerous things to the battery. That said, IF your charger is properly implemented, and if there is no chance of short or fire potential then most of the protection circuitry is not needed. I say "most" because, if there is e.g. a catastrophic equipment failure and e.g. a short circuit occurs, the in-cell circuitry will usually open-circuit the cell and prevent a fire.
Using the proper charger ICs should allow a very safe and reliable charger to be implemented.
You do not need gas gauging per se - just low voltage cut-out. If you can stop operation at say 3V / cell, that should be enough.
Protected cells should not cost vastly more. If they do, it MAY indicate that the cheap ones are bad ones. You can get utter junk LiIon batteries (and you'd hope to get a price advantage when buying junk :-) - if you were silly enough to buy them. There are enough reputable brand cells around that buying them probably does not cost vastly more. Ensuring that the cells are genuine is another matter. As a working position I suggest you start by assuming that anything bought from a low cost Chinese supplier is fake or out of spec and THEN try and prove otherwise. (NB: Racism? - definitely not!. It's based on experience - many visits to China and time in factories, etc. China is very, very large and has a vast range of sellers in a very competitive market place. In a casual sale, expect a certain portion of the sellers to be 'dodgy' at best.)
Added:
I was going to come back and mention LiFePO4 - AndreKr beat me to it.
Compared to LiPo, LiFePO4 (Lithium Ferro Phosphate) are safer, longer life and have lower energy density. You can buy RCR123A LiFePO4 batteries with 450 mAh x 3.2V capacity. (Some claim up to about 700 mAh but are suspect.) Tenergy LiFePO4 RC123A are widely advertised on ebay and should be good. Tenergy are AFAIK a "rebadger" BUT seem to sell good product. LiFePO4 MUST be charged properly, but are as easy as LiPo to manage. A very simple charger can be built using a constant-current regulator followed by a 3.6V constant-voltage regulator. This setup charges at constant current until Vlimit is reached, and then at constant V. Setting to 3.5V is better.
Here is a randomly found seller of Tenergy LiFePO4 RCR123A batteries. They also sell chargers.
NOTE:
Do NOT use Lithium Ion RC123 (3.6V nominal).
Do not use 3.0V Lithium Primary RC123.
The terms RC123, RC123A, RCR123, RCR123A etc are used somewhat interchangeably by sellers. Just be sure of what you are getting.
Coin cells will not work well with your needs. While it varies by brand and size, most coin cells have low capacity, and an internal resistance that limits current output. A CR2032 has a nominal 250ma capacity (and that varies based on current load btw), and an internal resistance (Equivalent Series Resistance or ESR) of 18 to 30ohms, again based on current load). Depending on the speed of the current draw, you are going to get voltage drops, and quickly drain the coin cell. If you can get that much current out of it at a given time. 70mA is pushing it even for high quality CR2032, and 220mA is improbable, frankly, impossible. That is why your CR2032 boosted to 3.3v isn't working. The current draw of the regulator is causing the cell's voltage to drop.
That is, without having multiple in parallel (or using high capacity caps). That's the second part you asked. Batteries in series are a sum of the voltages, with the same amount of current. Batteries in parallel are a sum of the current capacities, with the same voltage.
As for your options, one or two AAA batteries with a boost converter would suit you better. It gives you relatively high capacity while still keeping space to a minimal. The TPS61200 you mention would work, if you can deal with a tiny (3x3mm leadless package. The TPS6107x family would do the same, same minimal components, in a sot6 package. You only need 1 battery for either of these. An AA gives 2400mAh nominal, an AAA gives 1200mAh nominal.
Best Answer
No resistor at all. Once again, questions should stick to what you want to know or accomplish, not how you think it should be done.
Your basic question is apparently how to power this "speaker" (clearly more than just a speaker) from the power source you supply rather than the two AAA batteries it is designed for. You have available some sort of lithium battery and a regulated 5 V supply generated from that somehow.
First, you need to find out whether the batteries in your speaker unit are ground-referenced. If they are, you can proceed. If not, then this is beyond your level at this time and you either need to find a different speaker unit or a altogether different approach. Run the speaker normally with a fairly strong signal into it. With a voltmeter, measure between the negative terminal of the combined AAA battery pack and the outer ring of the 3.5 mm plug. There should be 0 V, both when measuring AC and DC. Of course exactly 0 will never happen, so in this case anything over about 10 mV means the two points aren't really connected. If they are connected, then the battery is ground-referenced and you can proceed.
If the lithium battery voltage is around 3 V, then use it directly. If this battery is a single cell, this might just work. Basically, if the lithium battery voltage is below the regulated 5 V output, try connecting the battery to the + side of where the AAA pair would go, and ground to the - side.
If the lithium battery voltage is higher than 5 V, then it would be best to to use that directly to make some sort of regulated 3 V to drive the speaker unit with. A linear 3.3 V regulator is a quick and simple answer, but might get warm when the speaker is producing loud sound. Try it and see. If that is not acceptable or the lithium battery voltage is substantially higher than 5 V, then use a switching regulator instead. There are many switching regulator chips out there that can do this with a few external parts. You can even use one that has a fixed 3.3 V output.
Added:
You now say the lithium battery puts out 7.4 V and the link to the speaker unit rates it as 1/2 W, but it's not clear if that is input power or power to the speaker. Just to see where you're at, .5W / 3V = 170 mA. We can't really tell from the sparse information in the link, but lets say top current draw of the speaker unit is 200 mA at 3 V. With just a linear regulator, the regulator would dissipate (7.4V - 3V) * 200mA = 880 mW. That's rather wasteful and something like a TO-220 package will get hot but probably OK with a modest heat sink. You can try a 7803 regulator.
The other thing to try is to power the speaker unit from your existing 5 V source. I don't know what a "BEC" is, so can't tell if this is a linear or switching regulator and how much current it can support. The speaker will draw more current at 5 V than at 3 V. If a lot more, it may get damaged. After all, it's meant to run from 3 V. 5 V may be OK, but you're a test pilot then and you can't complain if it vanishes into a greasy puff of black smoke.