No, that's not accurate. Witness data is on-chain, inputs have a similar byte length as before (they are just weighed differently), and the transaction throughput is increased because segwit is a defacto blocksize increase.
Thus, with segwit, the witness data was separated from the rest of the input. More specifically, the witness data is now "off-chain". This made the input much lighter and, in turns, it made spending an UTXO cheaper and faster to process.
This is a common misunderstanding perpetuated by an abundance of (sometimes deliberately) confusing descriptions of how segwit works.
A transaction is not complete without the proof that it was authorized by the owner of the spent funds. As such, the witness is explicitly part of a "complete transaction". What segwit did was to segregate the witness (read "signature") out of the input script and move it to the "witness section" of the transaction. The witness section is at the same hierarchical level as the inputs and outputs.
The witness section is excluded when calculating the transaction id (txid), but it is part of the transaction, and used to calculate the witness transaction id (wtxid). While the merkle root in the blockheader commits to the txids of the included transactions, each segwit block additionally commits to a merkle tree of the transactions' wtxids. In conclusion, the witnesses are a) part of the transaction, b) part of the blockchain, c) necessary to fully validate the blockchain.
Segwit replaced the blocksize limit with a blockweight limit. The blocksize was based on the raw byte length of transactions and capped at 1,000,000 bytes. The blockweight limit is capped at 4,000,000 weight units, where weight is calculated by counting witness bytes with a factor of one, and non-witness bytes with a factor of 4. This happens to result in an equivalent limit if a block only includes transactions without witness data.
The actual transaction data of a segwit input compared to a non-segwit input is only marginally smaller. It is the discount of witness data that allows blocks to exceed the previous blocksize limit, making segwit an effective blocksize increase with the biggest block to date having 2,422,858 bytes (but 3,993,379 weight units).
Segwit transactions and blocks are made forward compatible to pre-segwit nodes. Segwit nodes will strip the witness data before relaying the data to pre-segwit nodes. The stripped transactions and blocks are non-standard but valid according to the pre-segwit protocol rules, and thus pre-segwit nodes can follow the blockchain and converge on the same UTXO set.
Note that pre-segwit nodes have not been "fully validating nodes" since segwit was activated on August 24th 2017 as they do not unilaterally enforce all consensus rules of the Bitcoin protocol.
